Methods for diagnosing and treating follicular lymphoma

ABSTRACT

The invention relates generally to methods for diagnosis and treatment of follicular lymphoma or diffuse large B cell lymphoma. Specifically, the invention relates to detecting a lysine (K)-specific methyltransferase 2D (KMT2D) alteration to diagnose or treat follicular lymphoma or diffuse large B cell lymphoma.

CROSS-REFERENCE TO RELATED APPLICATIONS

This application claims priority under 35 USC 119(e) to U.S. patent application Ser. No. 62/135,040, filed Mar. 18, 2015, and to U.S. patent application Ser. No. 62/201,390, filed Aug. 5, 2015, both of which are incorporated herein by reference in their entireties.

GOVERNMENT SUPPORT

This invention was made with government support under grants CA183876, CA019038, CA187109, GM110174, CA150265, DP2OD007447 and CA008748 from the National Institutes of Health, and Grant 11557134 from the Department of Defense. The government has certain rights in the invention.

FIELD OF THE INVENTION

The invention relates generally to methods for diagnosis and treatment of follicular lymphoma. Specifically, the invention relates to detecting the presence or absence of a lysine (K)-specific methyltransferase 2D (KMT2D) alteration to diagnose or treat follicular lymphoma.

BACKGROUND OF THE INVENTION

Lymphoma is the most common blood cancer. There are two main forms of lymphoma, which are Hodgkin lymphoma and non-Hodgkin lymphoma (NHL). The body has two main types of lymphocytes that can develop into lymphomas. They are: B-lymphocytes (B-cells) and T-lymphocytes (T-cells). Follicular lymphoma (FL), a B-cell lymphoma, is the most common form of B-cell lymphoma. It is a slow-growing lymphoma. It is also called an “indolent” lymphoma for its slow nature, in terms of its behavior and how it looks under the microscope. Follicular lymphoma is subtle, with minor warning signs that often go unnoticed for a long time. Often, people with follicular lymphoma have no obvious symptoms of the disease at diagnosis. Follicular lymphoma remains incurable despite recent advances in lymphoma therapy. Follicular lymphoma arises from germinal center B-cells and the disease is typically triggered by the translocation t(14; 18) that activates the anti-apoptotic BCL2 oncogene. However, the t(14; 18) translocation is also detectable in many healthy adults who never develop the disease. This indicates that additional genetic and epigenetic events contribute to lymphomagenesis. Indeed, recent genome sequencing studies have catalogued many recurrent mutations in human B-cell lymphoma.

Accordingly, there exists a need to understand the genetics and molecular mechanisms of follicular lymphoma, and thereby develop improved methods for diagnosis and treatment.

SUMMARY OF THE INVENTION

In one embodiment, the invention provides a method for diagnosing a follicular lymphoma, in a subject, the method comprising the steps of: obtaining a biological sample from said subject; and testing said biological sample to detect the presence or absence of a lysine (K)-specific methyltransferase 2D (KMT2D) alteration in said biological sample, wherein the presence of said KMT2D alteration indicates a diagnosis of said follicular lymphoma in said subject. In one embodiment, the invention provides a method for diagnosing responsiveness of a follicular lymphoma in a subject to therapy, the method comprising the steps of: obtaining a biological sample from said subject; and testing said biological sample to detect the presence or absence of a lysine (K)-specific methyltransferase 2D (KMT2D) alteration in said biological sample, wherein the presence of said KMT2D alteration indicates a poor responsiveness or contraindication of said follicular lymphoma in said subject of the therapy. In an exemplary embodiment, said KMT2D alteration is a mutation in KMT2D. In another exemplary embodiment, the response to therapy is said subject's response or responsiveness to an immunotherapy, for example, said subject's tumor response to immunotherapy. In one embodiment the therapy is B cell therapy. In one embodiment, a patient with a KMT2D alteration may not be effectively treated with anti-CD40 therapy. In another embodiment, anti-CD40 therapy is contraindicated in a patient found to have a KMT2D alteration. In another embodiment, methods for treating follicular lymphoma include a determination of KMT2D alteration and guiding therapy away from anti-CD40 in the presence of an altered KMT2D. The use or non-use of anti-CD40 therapy may be in conjunction with the use or non-use of anti-IgM therapy.

In another embodiment, the invention provides a method of determining a treatment outcome for treating a follicular lymphoma, in a subject, the method comprising the steps of: obtaining a biological sample from said subject; and testing said biological sample to detect the presence or absence of a KMT2D alteration in said biological sample, wherein the presence of said KMT2D alteration indicates a response to a therapy, thereby determining said treatment outcome for treating said follicular lymphoma in said subject. In one embodiment, a patient with a KMT2D alteration may not be effectively treated with anti-CD40 therapy. In another embodiment, anti-CD40 therapy is contraindicated in a patient found to have a KMT2D alteration. In another embodiment, methods for treating follicular lymphoma include a determination of KMT2D alteration and guiding therapy away from anti-CD40 in the presence of an altered KMT2D. The use or non-use of anti-CD40 therapy may be in conjunction with the use or non-use of anti-IgM therapy.

In another embodiment, the invention provides a method for treating a follicular lymphoma, in a subject, the method comprising: (a) obtaining a biological sample from said subject; and testing said biological sample to detect the presence or absence of a KMT2D alteration in said biological sample, wherein the presence of said KMT2D alteration indicates a response to a therapy; (b) based on the determination of said response to said therapy, administering an effective amount of a therapeutic agent to treat said follicular lymphoma, thereby treating said follicular lymphoma in said subject. In one embodiment, a patient with a KMT2D alteration may not be effectively treated with anti-CD40 therapy. In another embodiment, anti-CD40 therapy is contraindicated in a patient found to have a KMT2D alteration. In another embodiment, methods for treating follicular lymphoma include a determination of KMT2D alteration and guiding therapy away from anti-CD40 in the presence of an altered KMT2D. The use or non-use of anti-CD40 therapy may be in conjunction with the use or non-use of anti-IgM therapy.

In another embodiment, the invention provides a method for identifying a molecule that increases sensitivity of a follicular lymphoma in a subject to immunotherapy, the method comprising: providing a plurality of molecules; and screening said plurality of molecules to identify a molecule that effectively enhances the level of a KMT2D, thereby identifying said molecule that effectively increases sensitivity of said follicular lymphoma in said subject to immunotherapy.

In another embodiment, the invention provides a method for treating a follicular lymphoma in a subject, the method comprising: administering to said subject a molecule that effectively enhances the level of a KMT2D in said subject, in combination with anti-CD40 antibodies, thereby treating said follicular lymphoma in said subject.

In any of the foregoing embodiments, therapy is B cell therapy, such as but not limited to anti-CD40 antibody, anti-CD20 antibody or anti-IgM therapy, or any combination thereof.

Other features and advantages of the present invention will become apparent from the following detailed description examples and figures. It should be understood, however, that the detailed description and the specific examples while indicating preferred embodiments of the invention are given by way of illustration only, since various changes and modifications within the spirit and scope of the invention will become apparent to those skilled in the art from this detailed description.

This application claims priority under 35 USC 119(e) to U.S. patent application Ser. No. 62/135,040, filed Mar. 18, 2015, and to U.S. patent application Ser. No. 62/201,390, filed Aug. 5, 2015, both of which are incorporated herein by reference in their entireties.

BRIEF DESCRIPTION OF THE DRAWINGS

FIGS. 1A-1G show that Kmt2d deficiency accelerates B cell lymphoma development in mice. (FIG. 1A) Diagram of the adoptive transfer model of FL using the VavP-Bcl2 transgenic mouse and retroviral transduction of HPCs followed by reconstitution into lethally irradiated, syngeneic, female mice. WT, wild type. MLS-shKmt2d, MSCV-GFP encoding shRNA against Kmt2d (FIG. 1B) Kaplan-Meier curve of C57BL/6 mice transplanted with VavP-Bcl2 HPCs transduced with MSCV-GFP retrovirus (black, n=37), MSCV-GFP encoding shRNAs against Kmt2d (red, n=30) or MSCV-GFP encoding c-Myc (gray, n=16). Statistical significance of survival difference was determined by the log-rank test: shKmt2d versus vector, P=0.03; c-Myc versus vector, P<0.001). (FIG. 1C) Mice were killed 5 months after injection and splenic lymphoma cells of mice that had been injected with VavP-Bcl2 HPCs (transduced with retrovirus encoding either GFP only or coexpressing one of two independent Kmt2d-specific shRNAs (shKmt2d#1 and shKmt2d#2) and GFP) were compared by flow cytometry to the same VavP-Bcl2 HPCs before injection into mice. (FIG. 1D) Recipient mice were killed 5 months after HPC injection and Kmt2d mRNA levels from MACS-sorted B220⁺ lymphoma B cells were quantified by qRT-PCR (vector, n=4; shKmt2d #1, n=5). Values correspond to average ±s.d. (FIG. 1E) Spleen weights (normalized to body weight) of the indicated recipient mice that were killed 5 months after HPC injection (vector, n=9; shKmt2d#1, n=11; c-Myc n=5). Representative images of spleens are shown on the right. Scale bars represent 0.5 cm. Values correspond to average ±s.d. Statistical significance in d and e was determined by the two-tailed Student's t-test, *P<0.05, ***P<0.001. (FIG. 1F) Upon sacrifice, tissue was extracted from recipient mice and stained with H&E and antibodies specific for B220, Ki67, PNA or TUNEL. Scale bars, 400 μm. (FIG. 1G) Representative images of flow cytometry analysis for the cellular composition of whole spleens from recipient mice that were killed 5 months after injection with HPCs. Four tumors of each genotype were analyzed.

FIG. 2 shows that Kmt2d deficiency affects physiological B cell behavior. (a) Schematic diagram of SRBC immunization study (SRBC, sheep red blood cell). (b) Representative spleen sections harvested 16 weeks after SRBC immunization from WT C57BL/6 females transplanted with HPCs expressing either MSCV-GFP (n=3) or MSCV-GFP-shKmt2d#1 (n=3) and stained with H&E and the indicated markers. Red asterisks indicate PNA⁺ cells. Images correspond to 10× magnification. (c) Quantification of Ki67 staining from FIG. 2b . Values represent mean±s.d. (n=3 females per genotype; two-tailed Student's t-test; ***P<0.001). (d,e) Representative plots (d) and quantitation (e) of flow cytometry analysis of splenocytes harvested from Kmt2d^(+/+) (WT, n=4, 2 males and 2 females; 1.5-2 months old) or Kmt2d^(−/−) mice (n=4, 3 males and 1 female; 1.5-2 months old) 6 d after NP-CGG immunization. Cells were first gated on live (7ADD⁻) B220⁺ lymphocytes to determine percentage of GC B cells (CD95⁺GL7⁺), transitional B cells (TR, CD21⁻CD23⁻), follicular zone B cells (FO, CD23⁺CD21^(lo)), marginal zone B cells (MZ, CD23^(lo)CD21⁺) and intermediate plasma cells (IPC, B220⁺CD138⁺). Plasma cells (PC, B220⁻ CD138⁺) cells were gated on live cells (7ADD⁻). Values represent mean±s.d. Two-tailed Student's t-test was used to determine statistical significance; *P<0.05, **P<0.01. The antibodies used are described in Online Methods. Values represent mean±s.d. (n=4 mice per genotype; WT: 2 males and 2 females, Kmt2d^(−/−): 3 males and 1 female; 1.5-2 months old). Two-tailed Student's t-test was used to determine statistical significance (*P<0.05, **P <0.01). Antibodies used are described in Online Methods. (f) NP-specific IgM and IgG1 serum levels from WT or Kmt2d^(−/−) mice before (dashed lines) and 6 d after NP-CGG immunization, as determined by ELISA. The bars show mean±s.d. (n=4 mice per genotype; same as in d,e). Two-tailed Student's t-test was used to determine statistical significance; *P<0.05. Data correspond to one representative assay from a total of two independent assays. (g) Schematic diagram of the B cell differentiation assay (see also Online Methods). (h) Flow cytometry analysis of IgG1 class switch recombination in B cells from WT and Kmt2d^(−/−) mice 96 h post-stimulation in vitro with LPS, IL-4 and CD180-specific antibody. (i) Quantification of B220⁺ IgG1⁺ cells for two independent experiments. Values represent mean±s.d. (n=5 mice per genotype, 2 females and 3 males, 2.5-5 months old). Two-tailed Student's t-test was used to determine statistical significance; ***P<0.001.

FIG. 3 shows the consequences of KMT2D mutations in human FL and DLBCL. (a) Percentage of FL (n=104) specimens carrying KMT2D mutations according to the type of mutation. Exome refers to exome sequencing. Targeted refers to targeted sequencing. See Online Methods for further details. (b) Schematic diagram of the KMT2D mutations in FL specimens. PHD, pleckstrin homology domain; FYRN, phenylalanine- and tyrosine-rich domain N-terminal; FYRC, phenylalanine- and tyrosine-rich domain C-terminal; SET, Su(var)3-9, Enhancer-of-zeste and Trithorax domain. (c,d) Kaplan-Meier curves representing overall (c) and progression-free survival (d) of individuals with DLBCL, classified into three groups according to the KMT2D mutation status. Significance was estimated with the log-rank test. (e) Supervised analysis of the 100 most differentially expressed genes between human FL specimens that are WT (KMT2D^(wt); n=12) and mutant (KMT2D^(mut); n=7) for KMT2D. Columns represent individual FL specimens, rows correspond to the different genes indicated, with the expression value z-scores of rpkm (reads per kilobase per million mapped reads; scaled by row) as shown in the color bar. The two columns on the right represent a summary of all WT and mutant FL specimens, respectively. (f) Supervised analysis, as in e, comparing the 100 most differentially expressed mRNAs in MACS-purified mouse B220⁺ B cells from VavP-Bcl2-vector (n=4) and VavP-Bcl2-shKmt2d mouse lymphomas (n=5). (g) GSEA of 333 genes significantly downregulated in KMT2D^(mut) FLs (p-val<0.05) as compared to genes ranked log₂-fold change in VavP-Bcl2-shKmt2d versus VavP-Bcl2-vector B220⁺ lymphoma B cells. (h) GSEA analysis as in g of downregulated genes (n=820) in VavP-Bcl2-shKmt2d versus VavP-Bcl2-vector B220⁺ B cell lymphomas (P_(adj)<0.1) as compared to genes ranked log₂-fold change in KMT2D^(wt) FLs versus KMT2D^(mut) FLs. NES, normalized enrichment score; FDR, false discovery rate. (i) Pathway analysis of downregulated genes (n=347) identified in the GSEA leading-edge analyses from c,d and compared to signatures from the Lymphochip database and MysigDB. The background included around 24,000 genes from Ref-seq gene annotation. Statistical significance was determined by hypergeometric tests and is shown in the color key. The red color indicates (in log₁₀) the over-represented P values and the blue shows under-representation.

FIG. 4 shows the epigenetic effects of KMT2D on target genes in mouse lymphomas. (a) Average H3K4me1-H3K4me2 read density plot at promoters and enhancers in MACS-purified B220⁺ B cells from VavP-Bcl2-vector and VavP-Bcl2-shKmt2d lymphomas identified by ChIP-seq. (b) Proportion of H3K4me1 and H3K4me2 peaks by location near promoters or enhancers based on ChIP-seq from purified mouse B220⁺ cells from VavP-Bcl2-vector and VavP-Bcl2-shKmt2d lymphomas. The proportion of affected promoters and enhancers is shown for the indicated thresholds (***P<0.001 by chi-squared test). (c,d) GSEA of genes with a ≥25. % reduction in H3K4me1 and H3K4me2 marks at enhancers (P<0.05) in mouse B220⁺ cells from VavP-Bcl2-vector and VavP-Bcl2-shKmt2d lymphomas, as compared to ranked gene expression changes (log₂-fold) in B220⁺ mouse lymphomas (c) or in human FL specimens with WT and mutant KMT2D (d); NES, normalized enrichment score. (e). Pathway analysis of downregulated genes (n=322) identified in the GSEA leading-edge analyses in b,c compared to genes in lymphoid signature database from the Staudt Lab (http://lymphochip.nih.gov/signaturedb/) and MysigDB. The background included around 24,000 genes from Ref-seq gene annotation. Statistical significance was determined by hypergeometric test and shown in the color key. The red color indicates (in log₁₀) the over-represented P values and the blue shows under-representation. (f). Normalized UCSC (University of California Santa Cruz) read-density tracks of H3K4me1-H3K4me2 ChIP-seq peaks from B220⁺ mouse lymphomas with sh-Kmt2d (red) or vector (black).

FIG. 5 depicts the identification of KMT2D target genes in human lymphoma cells. (a) Proportion of H3K4me1-H3K4me2 peaks near promoters or enhancers by ChIP-seq in OCI-LY1 (containing KMT2D^(mut)) versus OCI-LY7 (containing KMT2D^(wt)) cells for the indicated thresholds (***P<0.001 by chi-squared test). (b) GSEA of genes with a ≥5.0% reduction in H3K4me1-H3K4me2 read density in OCI-LY1 versus OCI-LY7 cell lines, as compared to genes ranked by log_(e)-fold change in FL specimens with WT versus mutant KMT2D. (c) Genomic distribution of KMT2D peaks located at transcription start sites (TSS), inside gene bodies (intragenic) or upstream or downstream of the closest gene in OCI-LY7 cells. (d) GSEA of genes with KMT2D binding in OCI-LY7 cells and >50% reduction in the H3K4me1-H3K4me2 mark in OCI-LY1 (KMT2D^(mut)) versus OCI-LY7 (KMT2D^(Wt)), as compared to genes ranked by log₂-fold change in human FL specimens with WT and mutant KMT2D. (e) Pathway analysis of downregulated genes in FL subjects (P<0.05 by Wald test) with KMT2D binding and >50% reduction in the H3K4me1-H3K4me2 mark in OCI-LY1 versus OCI-LY7 cells (n=1,248), as compared to those in the lymphoid signature database from the Staudt Lab (http://lymphochip.nih.gov/signaturedb/) and MysigDB. The background included around 24,000 genes from Ref-seq gene annotation. Statistical signficance was determined by hypergeometric test and is shown in the color key. The red color indicates (in log₁₀) the over-represented P values and the blue shows under-representation. (f) Normalized UCSC read-density tracks of KMT2D ChIP-seq peaks in OCI-LY7 (black) and OCI-LY1 (red) cells.

FIG. 6 shows that KMT2D inactivation affects growth and survival pathways in lymphoma cells. (a) mRNA levels, as measured by qRT-PCR, in the isogenic OCI-LY7 pairs expressing either a vector control or an shRNA against KMT2D. Values correspond to the average of three replicates ±s.d.; two-tailed Student's t-test was used to determine statistical significance; *P<0.05, **P<0.01, ***P<0.001. (b) qChIP analysis for H3K4me1-H3K4me2 occupancy loss in enhancer regions of the specified KMT2D target genes after KMT2D knockdown in OCI-LY7 cells. A genomic region (TNS4) with no KMT2D binding and H3K4me1-H3K4me2 was used as a negative control. Values correspond to mean percentage of input enrichment ±s.d. of triplicate qPCR reactions of a single replicate. Two-tailed Student's t-test was used to determine statistical significance; ***P<0.001. Data correspond to one representative assay from a total of 2 or 3 independent assays. (c) Immunoblot of the indicated proteins in vector- or shKMT2D-expressing OCI-LY7 cells upon 48 h of IL-21 stimulation. Actin was used as a loading control. (d) TNFAIP3 mRNA levels in OCI-LY7 and SU-DHL4 cells transduced with vector or shKMT2D upon 48 h of stimulation with antibodies to CD40 and IgM. Values correspond to the average of three experimental replicates ±s.d., and statistical significance was determined by the two-tailed Student's t-test; **P<0.01, *P<0.001. (e) Flow cytometric analysis of cell death induced by treatment with antibodies to CD40 and IgM in OCI-LY7 lymphoma cells that were transduced with a lentivirus containing vector alone or shKMT2D. (f) Proliferation of OCI-LY7 (KMT2D^(Wt)) and OCI-LY1 (KMT2D^(mut)) lymphoma cell lines upon stimulation with antibodies to CD40 alone or to both CD40 and IgM. Values correspond to the average of three experimental replicates relative to day 0±s.d. Two-tailed Student's t-test was used to determine statistical significance; *P<0.05, **P<0.01. (g,h) Viability assays in lymphoma cell lines upon stimulation with CD40-specific antibody for 96 h. Representative plots (g) and quantification (h), as analyzed by flow cytometry using annexin-V and DAPI exclusion. Bars correspond to the average of three experimental replicates ±s.d. Two-tailed Student's t-test was used to determine statistical significance. *P<0.05, **P<0.01. (i) TNFAPI3 (A20) (left) and NFKBIZ (right) mRNA levels in WT KMT2D-containing OCI-LY7, HT and SU-DHL4 and mutant KMT2D-containing OCI-LY1 and NU-DUL1 lymphoma cell lines upon stimulation with antibodies to CD40 alone or to both CD40 and IgM (24 h). Bars represent the mean of three biological replicates (two biological replicates for NU-DUL1 treated with antibodies to CD40+IgM; white bar)±s.d. Two-tailed Student's t-test was used to determine statistical significance; *P<0.05, **P<0.01. Red labels represent KMT2D-mutant cell lines and black labels represent cell lines with WT KMT2D.

FIG. 7 shows thatKmt2d deficiency accelerates B cell lymphoma development in mice. (a). Relative Kmt2d mRNA levels by qRT-PCR in FL512 mouse lymphoma cells transduced with vector or different shRNAs against KMT2D (#1 and #2). Bars represent mean of 2 biological replicates, error bars indicate standard deviation; **p<0.01, ***p<0.001 by two-tailed t-test. (b). Quantification of flow cytometry data showed in FIG. 1 f. Values represent mean±SD (n=4 mice per genotype). Bars represent mean±SD (n=4 tumors per genotype). Two-tailed Student's t-test was used to determine statistical significance. No statistical significance was found. (c). High power image (100×) of H&E stained VavPBc12-vector and VavPBc12-shKmt2d lymphoma cells. (d). Representative histologic sections stained with H&E and immunohistochemical detection of B220+ lymphoma cells in the liver (left) and lung (right) of diseased mice with control (vector) and Kmt2d shRNA. Scale bars are 100 μm. (e). Tumor clonality analysis on VavPBc12/vector and VavPBcl2/sh-Kmt2d tumors, each lane corresponds to one tumor. PCR analysis of Vλ1-Jλ light chain rearrangements was performed on cDNA of B220+ lymphoma cells. (f). Table summarizing the results of the analysis of SHM in DNA from VavPBcl2/vector and VavPBcl2/sh-Kmt2d lymphomas. (g). Kaplan-Meier analysis of disease free survival of Kmt2d^(+/+) (Kmt2d^(+/+) CD19-Cre-=8, 3 females and 5 males), Kmt2d^(−/−) (Kmt2d^(f/f) CD19-Cre+, n=43, 22 females and 21 males) (p value Kmt2d^(+/+) vs Kmt2d^(−/−)=0.0158); AID-Tg (Kmt2d^(+/+); IgκAID-Tg n=14, 6 females and 8 males) and Kmt2d^(−/−); AID-Tg (Kmt2d^(f/f); CD19-Cre+; AID-Tg n=7, 2 females and 5 males) cohorts. (p value AID-Tg vs Kmt2d^(−/−); AID-Tg<0.0001). (h). Representative histologic sections stained with H&E and immunohistochemical detection of B220, CD3, Ki67, PNA and TUNEL of Kmt2d^(−/−) tumors. Asterisk represents red pulp infiltration by monotonous atypical B lymphocytes. (i). Representative FCM analysis of Kmt2d^(−/−) and Kmt2d^(−/−); AID-Tg tumors, using antibodies against B220, IgM, IgD, IgL (Igκ+Igλ), CD19 and CD138 as indicated (see also Table 2). (j). Representative histologic sections stained with H&E and immunohistochemical detection of PNA, B220, Igκ, CD3, and Ki67, in Kmt2d−/−; AID-Tg tumors. (k). Schema of the IgH and Igκ loci showing restriction sites and probes used. (l). Southern blots showing clonal rearrangements in the JH (left) and Jκ (right) loci for the indicated tumors. (m). Southern blot analysis for detection of rearrangements in the Sμ region of DNA from indicated tumors, probes and restriction enzyme used are indicated at the bottom right of each panel. Position of the germ-line bands is shown. DNA from MEFS was used as control. Dotted lines represent the AID-induced DNA damage in switch regions during CSR. (n). Table summarizing the results of the analysis of SHM in DNA from Kmt2d^(−/−) and Kmt2d^(−/−); AID-Tg tumors. The diagram on the top shows the region of the IgH locus used for PCR amplification and sequencing. Asterisks represent the mutations caused by AID in VDJ region during SHM.

FIG. 8 shows that KMT2D deficiency affects physiological B cell behavior (a). RNAseq analysis of KMT2D gene expression in different mature B cell populations from human tonsils. Each red dot represents a separate human tonsil and the mean expression is represented in TPM (transcripts per million). NB=Naïve B cells, CB=centroblasts, CC=centrocytes, TPC=Tonsil Plasma Cells, BMPC=Bone Marrow Plasma Cells, MEM=Memory cells. (b). Characterization of B cell populations in Kmt2d^(−/−) mice. Representative FCM analysis on wt and Kmt2d^(−/−) spleens to determine different B cell populations using antibodies against B220, IgM, CD5, CD23 and CD21 as indicated. TR: transitional, FO: follicular, MZ: marginal zone. (c). Table summarizing the total number of B cells and percentages for each B cell population relative to total number of live B220+ cells (7ADD−, B220+) in wt and Kmt2d^(−/−) spleens. (d). Characterization of B cell populations in Kmt2d^(−/−) mice. Representative FCM analysis on wt and Kmt2d^(−/−) spleens (same mice as in c,d) to determine different B cell populations using antibodies against B220, IgM, CD138, CD95 and GL7 as indicated, GC: Germinal center cells. (e). Table summarizing the total number of B cells and percentages for each B cell population relative to total number of live B220+ cells (7ADD−, B220+, except plasma cells) in wt and Kmt2d^(−/−) spleens. The percentage of plasma cells was calculated relative to total number of live cells (7ADD−). Values in (c) and (e) represent mean±SD (3 wt (2 females and 1 male) and 4 females Kmt2d^(−/−) were used; 4-5.5 months old). Two-tailed Student's t-test was used to determine statistical significance and was calculated using each population percentage.

FIG. 9 depicts the consequences of KMT2D mutations in human FL and DLBCL. (a). Table summarizing KMT2D mutations found in FL patients and the grade of the disease. Fisher's exact tests were performed in order to determine correlation between mutation type and grade. Overall, no significant correlation was found. (b). Percentage of cases with DLBCL carrying KMT2D mutations by type of mutation and DLBCL subtype (ABC: activated B cell; n=107; GCB: germinal center B cell; n=193). P value for nonsense mutations in GC versus ABC type=0.038 (*) by Fisher Exact test. (c) and (d) Kaplan-Meier curves representing disease specific survival (DSS) (c), and time to progression (TTP) (d) in years from DLBCL cases for three groups according to KMT2D mutation status (wt, n=215; nonsense mutation, n=37; missense mutation, n=43). Significance was estimated with the log-rank test. (e). Percentage of up or down-regulated genes in the top 100/200/350/500 differentially expressed genes in KMT2D^(mut) FL patients vs. KMT2D^(wt) FL patients (ranked by p-val). (f). Percentage in top 100/200/350/500/1073 differentially expressed genes and corresponding minimum p-val in KMT2D^(mut) FL patients vs. KMT2D^(wt) FL patients (ranked by p-val). (g). Percentage of up or down-regulated genes in top 100/200/350/500 differentially expressed genes in VavPBc12-shKmt2d vs. VavPBc12-vector B220+ lymphoma B cells (ranked by p-val). (h). Percentage of up or down-regulated genes in top 100/200/350/500/3210 differentially expressed genes and corresponding minimum p-val in VavPBc12-shKmt2d vs. VavPBc12-vector B220⁺ lymphoma B cells. (i). GSEA of differentially expressed genes ranked by log 2 fold change in KMT2Dmut FL samples versus KMT2Dwt FL samples compared to Plasma cell differentiation signature gene set. (j). GSEA of differentially expressed genes ranked by log 2 fold change in VavPBcl2/sh-Kmt2d vs. VavPBcl2/vector B220+ lymphoma B cells compared to Plasma cell differentiation signature gene set. NES, normalized enrichment score. FDR, false discovery rate.

FIG. 10 shows the epigenetic effects of KMT2D on target genes in mouse lymphomas. (a). Immunoblot of total lysates of B220⁺ lymphoma cells isolated from VavPbcl2-vector and VavPbcl2-shKmt2d tumors. (b) Quantification of global H3K4me1, H3K4me2 and H3K4me3 by ImageJ software. (c). Immunoblot of histone lysates of B220⁺ cells isolated from wild type and Kmt2d−/− mice. (d) Quantification of global H3K4me1, H3K4me2 and H3K4me3 by ImageJ software. (e) and (f). GSEA analysis of genes with a >25% reduction in H3K4me1/2 read density at promoters (p-value<0.05) in Kmt2d knockdown tumors compared to ranked log 2 fold change levels identified by RNA-seq in Kmt2d B220 knockdown tumors or KMT2Dmut FL patients. NES, normalized enrichment score. FDR, false discovery rate. (g). Pathway analysis of down-regulated genes with a >25% reduction in H3K4 me1/me2 read density at promoters (p<0.05) identified by GSEA leading edge analysis (n=321) in sh-Kmt2d B220+ tumors and KMT2Dmut FL patients compared to lymphoid signature database from the Staudt Lab (http://lymphochip.nih.gov/signaturedb/) and MysigDB. The background included around 24,000 genes from Refseq gene annotation. Statistical signficance was determined by hypergeometric tests and shown in the color key. The red color indicates (in log 10) the over-represented p-values and the blue shows under-representation (h). Normalized UCSC read density tracks of H3K4me1/me2 ChIP-seq peaks from MACS-sorted B220 positive lymphoma B cells in VavPBc12-vector (vector) and VavPBc12-shKmt2d (sh-Kmt2d) lymphomas for the indicated genes.

FIG. 11 depicts the identification of KMT2D target genes in human lymphoma cells. (a). Immunoblot of histone lysates from KMT2D wild type (HT, DOHH2, SU-DHL4) and KMT2D mutant (Toledo, Karpas422) DLBCL cell lines. (b). Quantification of global H3K4me1, H3K4me2 and H3K4me3 by ImageJ software. (c). Quantitative Mass spectrometry analysis of mono-, di-, tri-methylated histone H3K4. Represented as the percentage of global H3K4 post-translational modification (% PTM) in KMT2D wt (black) and KMT2D nonsense mutant (red) DLBCL cell lines (average of two biological replicates). (d). Normalized UCSC read density tracks of KMT2D ChIP-seq peaks in OCI-LY7 (black) and OCI-LY1 (red) and H3K4me1/2 ChIP-seq peaks in OCI-LY7 (black) and OCI-LY1 (red) for indicated genes.

FIG. 12 shows that KMT2D inactivation affects growth and survival pathways in lymphoma cells (a) and (b). Proliferation of isogenic OCI-LY7 (a) and SU-DHL4 (b) lymphoma cells transduced with vector control or an shRNA against KMT2D. Values represent mean of 3 replicates, error bars indicate standard deviation; *p<0.05, **p<0.01, ***p<0.001 by two-tailed t-test. (c). Relative mRNA levels by qRT-PCR of KMT2D targets in MACS-sorted B220⁺ lymphoma B cells from VavPBc12-vector (vector) and VavPBc12-shKmt2d (sh-Kmt2d) lymphomas. Bars represent mean of 4-5 biological replicates ±s.d; Two-tailed Student's t-test was used to determine statistical significance: *p<0.05, **p<0.01, or number indicating p-value. (d) and (e). Relative mRNA levels by qRT-PCR of KMT2D targets in isogenic OCI-LY7 (d) and SU-DHL4 (e) lymphoma cells transduced with vector or different shRNAs against KMT2D. Bars represent mean of 3-6 biological replicates, error bars indicate standard deviation; *p<0.05, **p<0.01, ***p<0.001 by two-tailed t-test. (f). Flow cytometry analysis of CD40 receptor expression (CD40r) in the indicated KMT2D wild type and mutant cell lines. Red line represents isotype control, blue line represents anti-CD40r. (g). Growth curves for indicated cell lines treated with anti-CD40 or anti-CD40/anti-IgM for 4 days. Data correspond to one representative assay from a total of 3 independent assays. (h). Gene expression analysis in KMT2D wild type or mutant lymphoma cell lines upon anti-CD40 or anti-CD40/IgM treatment for 24 h. Bars represent mean of 3 biological replicates (2 biological replicates for NU-DUL1 anti-CD40+IgM)±s.d. Two-tailed Student's t-test was used to determine statistical significance *p<0.05, **p<0.01, ***p<0.001 or number indicating p-value. Red labels represent KMT2Dmut cell lines and black labels represent KMT2Dwt cell lines.

FIG. 13 is a schematic diagram indicating KMT2D target genes in relation to the affected signaling pathways. KMT2D targets identified by direct ChIP binding and verified by knockdown are marked by a star. These targets are both positive and negative regulators of IL21, BCR, and CD40 signaling pathways.

DETAILED DESCRIPTION OF THE INVENTION

The invention relates generally to methods for diagnosis and treatment of follicular lymphoma. Specifically, the invention relates to detecting the presence of, or the normal or an altered presence, activity, or expression of lysine (K)-specific methyltransferase 2D (KMT2D) to diagnose or treat follicular lymphoma.

The gene encoding the lysine-specific histone methyltransferase KMT2D has emerged as one of the most frequently mutated genes in follicular lymphoma and diffuse large B cell lymphoma; however, the biological consequences of KMT2D mutations on lymphoma development are not known. In one embodiment, KMT2D is shown to function as a bona fide tumor suppressor and that its genetic ablation in B cells promotes lymphoma development in mice. In one embodiment, KMT2D deficiency also delays germinal center involution and impedes B cell differentiation and class switch recombination. Integrative genomic analyses indicate that KMT2D affects methylation of lysine 4 on histone H3 (H3K4) and expression of a specific set of genes, including those in the CD40, JAK-STAT, Toll-like receptor and B cell receptor signaling pathways. Other KMT2D target genes include frequently mutated tumor suppressor genes such as TNFAIP3, SOCS3 and TNFRSF14. In one embodiment, KMT2D mutations promote malignant outgrowth by perturbing the expression of tumor suppressor genes that control B cell-activating pathways.

Thus, the inventors of the instant application have surprisingly and unexpectedly found that KMT2D is a bona fide tumor suppressor and KMT2D deficiency promotes follicular lymphoma development in vivo. In addition, the inventors have surprisingly and unexpectedly found that KMT2D mutations contribute to lymphoma development. Furthermore, the inventors found that the presence of a KMT2D alteration adversely affects the normally tumor suppressive effects of anti-CD40, thereby reducing the effectiveness of anti-CD40 therapies when an alteration in KMT2D is present or potentially stimulating disease progression thereby. This finding is useful to help determine the response or responsiveness of a patient's tumor to a particular therapy, or lack thereof, thereby guiding the optimal course of therapy for a patient with follicular lymphoma, in particular whether antiCD40 or related therapy may be effective, or should be avoided because patients may do worse with such treatment. Thus, in one embodiment, a patient with a KMT2D alteration may not be effectively treated with anti-CD40 therapy. In another embodiment, anti-CD40 therapy is contraindicated in a patient found to have a KMT2D alteration. In another embodiment, methods for treating follicular lymphoma include a determination of KMT2D alteration and guiding therapy away from anti-CD40 in the presence of an altered KMT2D. In any of the foregoing embodiments, the guidance for the use or non-use of anti-CD40 therapy may be in conjunction with the respective use or non-use of anti-IgM therapy.

The results described herein establish the tumor suppressor function of KMT2D in germinal center B cells. The H3K4 methyltransferase KMT2D is one of the most frequently mutated genes in DLBCL and FL^(3,4), and we show that it controls the expression of multiple key regulators of the CD40, TLR and BCR signaling pathways (FIG. 13). Bona fide KMT2D target genes include lymphoid tumor suppressor genes such as TNFAIP3, SOCS3, SGK1, TRAF3, TNFRSF14 and ARID1A^(15,16,21) KMT2D also contributes to the normal B cell response, and KMT2D-deficient mice show an abnormal persistence of germinal centers, a defect in class switch recombination and reduced antibody production reminiscent of the reported immune defect seen in the heritable Kabuki syndrome, which has been most often linked to KMT2D mutations. Collectively these data show that KMT2D somatic mutations may drive GC expansion due to enhanced proliferation and impaired terminal differentiation of B cells and to loss of H3K4 mono- and dimethylation at key B cell enhancer regions and some promoters. Our results are consistent with genomic evidence indicating that KMT2D mutations are early lesions in GC lymphomas^(3,4). Notably, even in the absence of Bcl2 activation, KMT2D deficiency is sufficient to trigger B cell malignancy in mice. Clinically, KMT2D mutations are not associated with the outcome of R-CHOP chemotherapy in DLBCL. However, it is not yet known how KMT2D status would affect the responses of lymphomas to targeted signal inhibitors that are entering the clinic. In this regard, our results indicate the deregulation of multiple immune signaling pathways in KMT2D-mutant lymphoma cells and the altered responses to CD40 and BCR activation. Recently, histone deacetylase (HDAC) inhibitors were shown to ameliorate the developmental defects in a model of Kabuki syndrome²². Similarly, inhibition of H3K4 demethylase activities, such as those of JARID1 and LSD1, may be able to reverse some of the epigenetic changes seen in KMT2D-deficient lymphomas²³.

Therapy or immunotherapy in one embodiment is B cell therapy. Therapy or immunotherapy in another embodiment is anti-CD40 antibody, anti-CD20 antibody or anti-IgM therapy, or any combination thereof.

The terms “KMT2D alteration,” as used herein, refer to any genetic change in KMT2D structure or its molecular expression. In one aspect, KMT2D alteration refers to a mutation in KMT2D. In another aspect, KMT2D alteration refers to a change in the expression level of KMT2D mRNA or KMT2D protein, or activity of the KMT2D protein, relative to a predetermined level (i.e., control level) of a healthy subject. Activity of the KMT2D protein may be enzymatic activity or histone binding activity, by KMT2D directly or by proteins associated with or complexed therewith. Activity may also include regulation of gene transcription activity.

The terms “mutation,” as used herein, refer to the presence of a mutation in KMT2D. In one aspect, the mutation refers to a change in the KMT2D gene with respect to the standard wild-type sequence. Mutations can be inherited, or they can occur in one or more cells during the lifespan of an individual. In some embodiments, the KMT2D mutation is homozygous. In other embodiments, the KMT2D mutation is heterozygous. The KMT2D mutation can be any type of mutation, for example, but not limited to, a non-sense mutation, a missense mutation, an insertion mutation, a deletion mutation, a replacement mutation, a point mutation, or a combination thereof.

As used herein, a “biological sample” is a sample that contains cells or cellular material. Non-limiting examples of biological samples include urine, blood, plasma, serum, cerebrospinal fluid, pleural fluid, sputum, peritoneal fluid, bladder washings, secretions (e.g., breast secretion), oral washings, tissue samples, tumor samples, touch preps, or fine-needle aspirates. A biological sample can be obtained using any suitable method. For example, a blood sample (e.g., a peripheral blood sample) can be obtained from a subject using conventional phlebotomy procedures. Similarly, plasma and serum can be obtained from a blood sample using standard methods.

KMT2D protein of the invention may comprise the amino acid sequence set forth in SEQ ID NO.: 1 (GenBank Accession No.: AAC51734.1). In one example, KMT2D protein comprises a homolog, a variant, an isomer, or a functional fragment of SEQ ID NO: 1. In another example, the amino acid sequence is approximately 60%, 70%, 80%, 85%, 90%, 95%, 98%, or 99% identical to SEQ ID NO.: 1. Each possibility represents a separate embodiment of the present invention.

KMT2D protein of the invention may be encoded by the nucleic acid sequence set forth in SEQ ID NO.: 2 (GenBank Accession No.: AF010403.1). In one example, KMT2D nucleic acid sequence comprises a homolog, a variant, an isomer, or a functional fragment of SEQ ID NO: 2. In another example, the nucleic acid sequence is approximately 60%, 70%, 80%, 85%, 90%, 95%, 98%, or 99% identical to SEQ ID NO.: 2. Each possibility represents a separate embodiment of the present invention.

In one aspect, the invention provides methods for detecting the KMT2D mutation. The KMT2D mutation in a sample can be detected using any technique that is suitable for detecting a mutation or genetic variation in a biological sample. Suitable techniques for detecting mutations or genetic variations in cells from a biological sample are well known to those of skill in the art. Examples of such techniques include, but are not limited to, PCR, Southern blot analysis, microarrays, and in situ hybridization. In a particular embodiment, a high-throughput system, for example, a microarray, is used to detect the KMT2D mutation.

In one aspect, nucleic acids can be isolated from the biological sample. The isolated nucleic acids can include a KMT2D nucleic acid sequence. In some embodiments, the KMT2D nucleic acid sequence can include a nucleotide sequence variant of SEQ ID NO: 2. As used herein, “isolated nucleic acid” refers to a nucleic acid that is separated from other nucleic acid molecules that are present in a mammalian genome, including nucleic acids that normally flank one or both sides of the nucleic acid in a mammalian genome (e.g., nucleic acids that encode non-KMT2D proteins). The term “isolated” as used herein with respect to nucleic acids also includes any non-naturally-occurring nucleic acid sequence since such non-naturally-occurring sequences are not found in nature and do not have immediately contiguous sequences in a naturally-occurring genome.

An isolated nucleic acid can be, for example, a DNA molecule, provided one of the nucleic acid sequences normally found immediately flanking that DNA molecule in a naturally-occurring genome is removed or absent. Thus, an isolated nucleic acid includes, without limitation, a DNA molecule that exists as a separate molecule (e.g., a chemically synthesized nucleic acid, or a cDNA or genomic DNA fragment produced by PCR or restriction endonuclease treatment) independent of other sequences as well as DNA that is incorporated into a vector, an autonomously replicating plasmid, a virus (e.g., a retrovirus, lentivirus, adenovirus, or herpes virus), or into the genomic DNA of a prokaryote or eukaryote. In addition, an isolated nucleic acid can include an engineered nucleic acid such as a recombinant DNA molecule that is part of a hybrid or fusion nucleic acid. A nucleic acid existing among hundreds to millions of other nucleic acids within, for example, cDNA libraries or genomic libraries, or gel slices containing a genomic DNA restriction digest, is not to be considered an isolated nucleic acid.

The nucleic acid molecules provided herein can be between about 8 and about 15,789 nucleotides in length. In one example, a nucleic acid can be 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 32, 34, 36, 38, 40, 45, or 50 nucleotides in length. Alternatively, the nucleic acid molecules provided herein can be greater than 50 nucleotides in length (e.g., 55, 60, 65, 70, 75, 80, 85, 90, 95, 100, 500 or more than 500 nucleotides in length). Nucleic acid molecules can be in a sense or antisense orientation, can be complementary to a KMT2D reference sequence (e.g., the sequence shown in GenBank Accession No. AF010403.1), and can be DNA, RNA, or nucleic acid analogs. Nucleic acid analogs can be modified at the base moiety, sugar moiety, or phosphate backbone to improve, for example, stability, hybridization, or solubility of the nucleic acid.

The isolated nucleic acid molecules provided herein can be produced using standard techniques including, without limitation, chemical synthesis.

Nucleic acids of the invention can also be isolated using a commercially available kit. In one embodiment, DNA from a peripheral blood sample can be isolated using a DNeasy DNA isolation kit, a QIAamp DNA blood kit, or a PAXgene blood DNA kit from Qiagen Inc. (Valencia, Calif.). DNA from other tissue samples also can be obtained using a DNeasy DNA isolation kit. Any other suitable DNA extraction and purification technique also can be used, including liquid-liquid and solid-phase techniques ranging from phenol-chloroform extraction to automated magnetic bead nucleic acid capture systems.

In one aspect, once nucleic acid has been obtained, it can be contacted with at least one oligonucleotide (e.g., a primer) that can result in specific amplification of a mutant KMT2D gene, if the mutant KMT2D gene is present in the biological sample. In another embodiment, the nucleic acid also can be contacted with a second oligonucleotide (e.g., a reverse primer) that hybridizes to either a mutant or a wild-type KMT2D gene. The nucleic acid sample and the oligonucleotides can be subjected to conditions that will result in specific amplification of a portion of the mutant KMT2D gene if the mutant KMT2D gene is present in the biological sample.

Once the amplification reactions are completed, the presence or absence of an amplified product can be detected using any suitable method. Such methods include, without limitation, those known in the art, such as gel electrophoresis with or without a fluorescent dye (depending on whether the product was amplified with a dye-labeled primer), a melting profile with an intercalating dye, and hybridization with an internal probe. Alternatively, the amplification and detection steps can be combined in a real time PCR assay. In some embodiments, the detection of an amplified product indicates that cells containing the KMT2D mutation were present in the biological sample, while the absence of an amplified product indicates that cells containing the KMT2D mutation were not present in the biological sample.

In another aspect, the methods provided herein also can include contacting the nucleic acid sample with a third oligonucleotide that can result in specific amplification of a wild-type KMT2D gene without detectable amplification of a mutant KMT2D. These methods can further include subjecting the nucleic acid and the oligonucleotides to conditions that will result in specific amplification of a wild-type KMT2D sequence if a wild-type KMT2D gene is present in the biological sample. The presence or absence of an amplified product containing a wild-type KMT2D sequence can be detected using any suitable method, including those disclosed above. Methods that include using oligonucleotides for amplification of both mutant and wild-type KMT2D sequences also can include quantifying and comparing the amounts of amplified product for each sequence. The relative levels of mutant and wild-type products can indicate the fraction of cells in the biological sample that contain a mutant KMT2D gene.

In some embodiments, the methods disclosed herein can further include a first, universal amplification step. Such methods can include contacting nucleic acids obtained from a biological sample with, for example, a cocktail of degenerate primers, and using standard PCR procedures for an overall amplification of the DNA. This preliminary amplification can be followed by specific amplification and detection of products, as described herein.

In another embodiment, the KMT2D mutation is detected by Southern blot hybridization. Suitable probes for Southern blot hybridization of a given sequence can be produced from the nucleic acid sequences of the KMT2D. Methods for preparation of labeled probes, and the conditions for hybridization thereof to target nucleotide sequences, are well known in the art and are described in Molecular Cloning: A Laboratory Manual, J. Sambrook et al., eds., 2nd edition, Cold Spring Harbor Laboratory Press, 1989, Chapters 10 and 11.

In another embodiment, the KMT2D mutation can be detected by a technique of in situ hybridization. This technique requires fewer cells than the Southern blotting technique, and involves depositing whole cells onto a microscope cover slip and probing the nucleic acid content of the cell with a solution containing radioactive or otherwise labeled nucleic acid probes. This technique is particularly well-suited for analyzing tissue biopsy samples from subjects. The practice of the in situ hybridization technique is described in more detail in U.S. Pat. No. 5,427,916, the disclosure of which is incorporated herein by reference. In an exemplary embodiment, the in situ hybridization technique is a FISH (fluorescent in situ hybridization) technique.

In another embodiment, detection the KMT2D mutation, for example, a mutation in KMT2D, can be accomplished by micro array techniques. The microarray may be fabricated using techniques known in the art. For example, probe oligonucleotides of an appropriate length are 5′-amine modified and printed using commercially available microarray systems, e.g., the GENEMACHINE, OMNIGRID 100 MICROARRAYER and AMERSHAM CODELINK activated slides. The microarray can be processed by direct detection of the tagged molecules using, e.g., STREPTAVIDIN-ALEXA647 conjugate, and scanned utilizing conventional scanning methods.

Other techniques for detecting the KMT2D mutation are also within the skill in the art, and include various techniques for detecting genetic variations.

In another aspect, KMT2D alteration is detected by measuring a change in the expression level of KMT2D mRNA or KMT2D protein, relative to a predetermined level (i.e., control level) of a healthy subject.

In one example, the invention features agents which are capable of detecting KMT2D polypeptide or mRNA such that the presence of KMT2D is detected. As defined herein, an “agent” refers to a substance which is capable of identifying or detecting KMT2D in a biological sample (e.g., identifies or detects KMT2D mRNA, KMT2D DNA, KMT2D protein, KMT2D activity). In one embodiment, the agent is a labeled or labelable antibody which specifically binds to KMT2D polypeptide. As used herein, the phrase “labeled or labelable” refers to the attaching or including of a label (e.g., a marker or indicator) or ability to attach or include a label (e.g., a marker or indicator). Markers or indicators include, but are not limited to, for example, radioactive molecules, colorimetric molecules, and enzymatic molecules which produce detectable changes in a substrate.

In one embodiment the agent is an antibody which specifically binds to all or a portion of a KMT2D protein. As used herein, the phrase “specifically binds” refers to binding of, for example, an antibody to an epitope or antigen or antigenic determinant in such a manner that binding can be displaced or competed with a second preparation of identical or similar epitope, antigen or antigenic determinant. In an exemplary embodiment, the agent is an antibody which specifically binds to all or a portion of the human KMT2D protein.

In yet another embodiment the agent is a labeled or labelable nucleic acid probe capable of hybridizing to KMT2D mRNA. For example, the agent can be an oligonucleotide primer for the polymerase chain reaction which flank or lie within the nucleotide sequence encoding human KMT2D. In a preferred embodiment, the biological sample being tested is an isolate, for example, RNA. In yet another embodiment, the isolate (e.g., the RNA) is subjected to an amplification process which results in amplification of KMT2D nucleic acid. As defined herein, an “amplification process” is designed to strengthen, increase, or augment a molecule within the isolate. For example, where the isolate is mRNA, an amplification process such as RT-PCR can be utilized to amplify the mRNA, such that a signal is detectable or detection is enhanced. Such an amplification process is beneficial particularly when the biological, tissue, or tumor sample is of a small size or volume.

Detection of RNA transcripts may be achieved by Northern blotting, for example, wherein a preparation of RNA is run on a denaturing agarose gel, and transferred to a suitable support, such as activated cellulose, nitrocellulose or glass or nylon membranes. Radiolabeled cDNA or RNA is then hybridized to the preparation, washed and analyzed by autoradiography.

Detection of RNA transcripts can further be accomplished using known amplification methods. For example, it is within the scope of the present invention to reverse transcribe mRNA into cDNA followed by polymerase chain reaction (RT-PCR); or, to use a single enzyme for both steps as described in U.S. Pat. No. 5,322,770, or reverse transcribe mRNA into cDNA followed by symmetric gap ligase chain reaction (RT-AGLCR). Any suitable known amplification method known to one skilled in the art can be used. In situ hybridization visualization may also be employed, wherein a radioactively labeled antisense RNA probe is hybridized with a thin section of a biopsy sample, washed, cleaved with RNase and exposed to a sensitive emulsion for autoradiography. The samples may be stained with haematoxylin to demonstrate the histological composition of the sample, and dark field imaging with a suitable light filter shows the developed emulsion. Non-radioactive labels such as digoxigenin may also be used.

In another aspect of the invention pertains to measuring a change in the level of KMT2D protein, for example, using anti-KMT2D antibodies. The term “antibody” as used herein refers to immunoglobulin molecules and immunologically active portions of immunoglobulin molecules, i.e., molecules that contain an antigen binding site which specifically binds (immunoreacts with) an antigen, such as KMT2D. The invention provides polyclonal and monoclonal antibodies that bind KMT2D.

It is generally preferred to use antibodies, or antibody equivalents, to detect KMT2D protein. Methods for the detection of protein are well known to those skilled in the art, and include ELISA (enzyme linked immunosorbent assay), RIA (radioimmunoassay), Western blotting, and immunohistochemistry. Immunoassays such as ELISA or RIA, which can be extremely rapid, are more generally preferred.

Immunohistochemistry may also be used to detect expression of human KMT2D in a biopsy sample. A suitable antibody is brought into contact with, for example, a thin layer of cells, washed, and then contacted with a second, labeled antibody. Labeling may be by fluorescent markers, enzymes, such as peroxidase, avidin, or radiolabelling. The assay is scored visually, using microscopy.

The invention also encompasses kits for detecting the presence of KMT2D in a biological sample. In one aspect, the kit can comprise a labeled or labelable agent capable of detecting KMT2D or its mutation. In another aspect, the kit can comprise a labeled or labelable agent capable of detecting KMT2D protein or mRNA in a biological sample and a means for determining the amount of KMT2D in the sample. The kit may also include instructions for the detections.

The step of detection of the invention can be performed prior to or after a treatment by one or more therapeutic modalities, for example, but not limited to, an immunotherapy, a chemotherapy, a radiation therapy, and a combination thereof. Therapy in one embodiment is B cell therapy, such as but not limited to anti-CD40 antibody, anti-CD20 antibody or anti-IgM therapy, or any combination thereof. In one embodiment, the detection step is performed prior to administering an antibody (e.g., an anti-CD40 antibody, an anti-CD20 antibody—rituximab) to treat a follicular lymphoma. Coadministration with anti-IgM is also embodied herein. In another embodiment, the detection step is performed after administering an antibody to treat a follicular lymphoma. In another embodiment, the detection step is performed prior to administering a chemotherapy agent to treat a follicular lymphoma. In another embodiment, the detection step is performed after administering a chemotherapy agent to treat a follicular lymphoma. In another embodiment, the detection step is performed prior to a radiation therapy to treat a follicular lymphoma. In another embodiment, the detection step is performed after a radiation therapy to treat a follicular lymphoma.

In another aspect, provided herein is a method of determining a treatment outcome for treating a follicular lymphoma, in a subject, the method comprising the steps of: obtaining a biological sample from said subject; and testing said biological sample to detect the presence or absence of a KMT2D alteration in said biological sample, wherein the presence of said KMT2D alteration indicates a response (e.g., a tumor response) to a therapy, thereby determining said treatment outcome for treating said follicular lymphoma in said subject. In another aspect, provided herein is a method for treating a follicular lymphoma, in a subject, the method comprising: (a) obtaining a biological sample from said subject; and testing said biological sample to detect the presence or absence of a KMT2D alteration in said biological sample, wherein the presence of said KMT2D alteration indicates a response to a therapy; (b) based on the determination of said tumor response to said therapy, administering an effective amount of a therapeutic agent to treat said follicular lymphoma, thereby treating said follicular lymphoma in said subject. In all embodiments herein, a response may include a lack of a response.

As noted herein above, the presence of a KMT2D alteration adversely affects the normally tumor suppressive effects of anti-CD40, thereby reducing the effectiveness of anti-CD40 therapies when an alteration in KMT2D is present or potentially stimulating disease progression thereby. Therefore, a response to therapy relates to, in one embodiment, whether antiCD40 or related therapy may be effective, or should be avoided because patients may do worse with such treatment. Thus, in one embodiment, a patient with a KMT2D alteration may not be effectively treated with anti-CD40 therapy. In another embodiment, anti-CD40 therapy is contraindicated in a patient found to have a KMT2D alteration. In another embodiment, methods for treating follicular lymphoma include a determination of KMT2D alteration and guiding therapy away from anti-CD40 in the presence of an altered KMT2D. In any of the foregoing embodiments, the guidance for the use or non-use of anti-CD40 therapy may be in conjunction with the respective use or non-use of anti-IgM therapy. In another embodiment, an effective therapeutic agent to treat follicular lymphoma may be one or more agents excluding anti-CD40, anti-CD20 or anti-IgM therapy (and any combination thereof) but other chemotherapeutic agents such as but not limited to cyclophosphamide, vincristine, prednisone, doxorubicin, bortezomib, everolimus, idelalisib, ibrutinib, lenalidomide, ofatumumab, or panobinostat, or combinations thereof, by way of non-limiting examples.

In yet another aspect, provided herein is a method for treating a follicular lymphoma in a subject, the method comprising: administering to said subject a molecule that effectively enhances the level of a KMT2D in said subject, thereby treating said follicular lymphoma in said subject.

As used herein, “response” can refer to the outcome or responsiveness, or predicted outcome or responsiveness, of a patient's disease or cancer to a particular therapy, i.e., whether the patient will benefit from or the cancer will be treated by the therapy, whether the patient or cancer will have little or no effect from the therapy, or whether the therapy may exacerbate the disease or cause the patient to do worse as a result of use of a particular therapy. In one embodiment, a response can mean no response or a lack of a response.

As used herein, the terms “treat” and “treatment” refer to therapeutic treatment, wherein the object is to prevent or slow down (lessen) an undesired physiological change associated with a disease or disorder. Beneficial or desired clinical results include alleviation of symptoms, diminishment of the extent of a disease or disorder, stabilization of a disease or disorder (i.e., where the disease or disorder does not worsen), delay or slowing of the progression of a disease or disorder, amelioration or palliation of the disease or disorder, and remission (whether partial or total) of the disease or disorder, whether detectable or undetectable. “Treatment” can also mean prolonging survival as compared to expected survival if not receiving treatment. Those in need of treatment include those already with the disease or disorder as well as those prone to having the disease or disorder.

In one aspect, the treatment includes administering a KMT2D protein. In another aspect, the treatment includes administering a nucleic acid sequence encoding the KMT2D protein. In yet another aspect, the treatment includes administering an agent that enhances the activity of KMT2D.

The treatment compositions of the invention may be administered alone (monotherapy), or in combination with one or more therapeutically effective agents or treatments (combination therapy).

Cancers treated by the invention include, but are not limited to, a Grade 1, 2, or 3 follicular lymphoma and a Stage 1, 2, 3, or 4 follicular lymphoma.

In another aspect, provided herein is a method for identifying a molecule that effectively treats a follicular lymphoma in a subject, the method comprising: providing a plurality of molecules; and screening said plurality of molecules to identify a molecule that effectively enhances the level of a KMT2D, thereby identifying said molecule that effectively treats said follicular lymphoma in said subject.

The terms “subject” and “individual” are defined herein to include animals, such as mammals, including but not limited to, primates, cows, sheep, goats, horses, dogs, cats, rabbits, guinea pigs, rats, mice or other bovine, ovine, equine, canine, feline, rodent, or murine species.

All patents and literature references cited in the present specification are hereby incorporated by reference in their entirety.

The following examples are presented in order to more fully illustrate the preferred embodiments of the invention. They should in no way be construed, however, as limiting the broad scope of the invention.

EXAMPLES Example 1. Methods

Measurement of KMT2D mRNA Expression in Human B Cells.

The human tonsil and bone marrow samples were obtained in Pamplona (Spain) at the Clinica Universidad de Navarra and the obtention of these samples was approved by the ethical committee of Clinica Universidad de Navarra (Spain). Cells from tonsils and bone marrow were immunophenotyped using eight-color antibody combination: CD20-Pacific Blue (PB), CD45-Oranje Chrome 515 (00515), CD38-fluorescein isothiocyanate (FITC), CXCR4-phycoerythrin (PE), CD3-peridinin chlorophyll protein-cyanin 5.5 (PerCP-Cy5.5), CD10-PE-cyanin 7 (PE-Cy7), CD27-allophycocyanin (APC) and CD44-APCH7 aimed at the identification and high-purity (□97%) FACS-sorting (FACSAria II, Becton Dickinson Biosciences, San Jose, Calif.) of the following B cell (CD3−CD20+CD45+) subsets (after careful exclusion of CD3+CD20−CD45+ T cells): naive B cells (CD10−CD44+CD27−CD38−), germinal center (CD10+CD44loCD38+) centrocytes (CXCR4−) and centroblasts (CXCR4+), memory B cells (CD10−CD27+CD44+) and new-born plasmablasts (CD10−CD27hiCD38hiCD44hi). The strand-specific RNA-seq was performed in naive B cells (n=5 samples), centroblasts (n=7), centrocytes (n=7), memory cells (n=8), tonsilar plasma B cells (n=5) and purified plasma B cells from bone marrow of healthy donors (n=3). Each red dot represents a separate human tonsil and the mean expression is represented in TPM (transcripts per million).

Characterization of Human FL Samples.

The Institutional Review Board (IRB) of Weill Cornell Medical College (IRB#0107004999) approved the study protocol. The specimens were derived from excess diagnostic materials that were banked in the lymphoma repository. A waiver of informed consent has been obtained for this retrospective study. The IRB-approved protocol permitted association of these specimens with a particular individual, allowing review of the medical records for the minimum information necessary to complete the study. All of the data that were provided to investigators were stripped of protected health information.

Sample preparation. Frozen single-cell suspensions of individual tumor samples were first thawed in a 37° C. water bath and then resuspended in RPMI+10% FBS and incubated in an incubator (37° C. and 5% CO2) for 1 h. Half of the sample was used to isolate B cells by using EasySep Human B Cell Enrichment Kit (STEMCELL Technologies, Vancouver, Canada), and the other half was used to isolate T cells with Easy Sep Human T Cell Isolation Kit. DNA was extracted from isolated cell populations by using PureLink Genomic DNA kit (LifeTechnologies, Grand Island, N.Y.). Total RNA was extracted using the Qiagen RNeasy Mini Kit (Valencia, Calif.). The quantity of DNA and RNA samples was measured by a Qubit Fluorometer (LifeTechnologies, Grand Island, N.Y.), and the quality of DNA and RNA samples was assessed by a bioanalyzer (Agilent Technologies, Santa Clara, Calif.).

Exome sequencing. For each tumor sample and the respective T cell control sample, 3 □g of high-molecular-weight genomic DNA was used to prepare exome sequencing libraries using the Aglient SureSelectXT Human All Exon 50 Mb Target Enrichment System for Illumina Pair-End Sequencing Library kit (Agilent Technologies, Santa Clara, Calif.). Each library was sequenced on one entire lane of a flow cell on an Illumina HiSeq 2000. Sequence information of 75 bp on each end of the DNA library fragment (PE75) was collected.

Targeted resequencing. A targeted-enrichment panel was designed by RainDance Technologies (Billerica, Mass.) for 36 of the most commonly mutated lymphoma genes including, ARID1A, ATP6AP1, B2M, BCL2, BCL6, BTG1, BTG2, CARD11, CD79B, CREBBP, EB1, EEF1A1, EP300, EZH2, GNAl3, HIST1H1B, HIST1H1C, HVCN1, IRF4, IRF8, KLHL6, KMT2D, MEF2B, MYD88, PCGFS, PDSSA, PIM1, POU2F2, PRDM1, SGK1, STAT6, SZT2, TBL1XR1, TNFAIP3, TP53 and XPOT. The entire coding regions of this set of genes were targeted by overlapping PCR amplicons averaging 200 bp. DNA (200 ng) was first sheared to around 3 kb by using a Covaris S220 Focused ultrasonicator (Woburn, Mass.) and then merged with primer pairs in a picoliter-droplet format on a Raindance ThunderStorm system. Targeted regions were amplified with the addition of specific tailed primers. A second round of PCR was performed to add indexed adaptor sequences for Illumina sequencing. Final indexed products from 48 samples were multiplexed together and sequenced on one entire lane of flow cell on Illumina HiSeq 2500 by using the fast mode setting. Sequence information of 100 bp on each end of the library fragment (PE100) was collected.

Discovery of single-nucleotide variants (SNV). Sequencing reads were aligned to human genome assembly GRCh37/hg19 using the BWA aligner24. After filtering duplicated paired reads, variants were detected as previously described25-27. Novel coding region SNVs were defined as those that were not present in SNP132. These SNVs were then further filtered by sequencing depth (□20×) and variant percentage (□25%). To obtain the list of somatic mutations in each tumor sample, we compared the variant ratio of each novel coding SNV between tumor B cells and their respective control T cells and estimated the statistical significance of the difference using a chi-squared test, corrected with multiple hypothesis testing (Benjamini-Hochberg corrected P<0.1).

Characterization of DLBCL Samples.

We analyzed 347 newly diagnosed DLBCL cases, in which individuals were treated with R-CHOP (given with curative intent) at the BC Cancer Agency (Vancouver). Subject sample use was approved by the University of British Columbia, British Columbia Cancer Agency, Research Ethics Board (REB #H13-01478). The cases were selected on the basis of the following criteria: 16 years of age or older; histologically confirmed de novo DLBCL according to the 2008 WHO classification; available DNA extracted from fresh-frozen biopsy material (tumor content >30%). All cases were centrally classified by A.M. and R.D.G., who were blinded for sample identity to determine the diagnosis. Individuals were excluded if they were younger than 16 years old and had DLBCL that was not de novo DLBCL (primary mediastinal large B cell lymphoma, primary central nervous system lymphoma and a previous diagnosis of an indolent lymphoproliferative disorder) and positive HIV serology.

Targeted Resequencing in DLBCL Samples.

Targeted resequencing of the coding exons of KMT2D in 347 DLBCL cases was performed using a Truseq Custom Amplicon assay (Illumina) and libraries were run on the MiSeq (Illumina). Mutation calling was done with Mutascope pipeline. Cell of origin (COO) classification was available in 331 cases according to gene expression profiling by the Lymph2Cx assay using the NanoString platform²⁸ in 299 subjects, as well as Hans algorithm²⁹ in 32 cases with low tumor content. 194 cases were assigned to GCB subtype, 107 cases to the ABC (non-GCB) subtype and 30 were unclassifiable.

Correlation Between KMT2D Mutation Status with Disease Progression and Survival. Baseline characteristics were compared between the groups with KMT2D mutation type using the chi-squared test.

We measured the endpoints from the time of the initial pathologic diagnosis to the following events: overall survival (OS; the date of death from any cause or to the last follow-up); progression-free survival (PFS; the date of progression, relapse or death from any cause); disease-specific survival (DSS; the date from lymphoma or acute treatment toxicity) and time-to-progression (TTP; the date of progression, relapse or death from lymphoma or acute treatment toxicity). OS, PFS, DSS and TTP were estimated using the Kaplan-Meier method and differences in outcome between groups were assessed using the log-rank test. Two-sided P<0.05 was considered significant. Data were analyzed using SPSS software (SPSS version 14.0; SPSS Inc, IL).

Generation of Mice.

Kmt2d^(fl/fl) mice were previously described⁷ and here we bred them with CD19-Cre mice (Jackson no. 006785) where Cre is expressed from the pre-B cell stage and removes exons 16-19 of Kmt2d causing an open reading frame shift that creates a stop codon in exon 20. Kmt2d^(fl/fl)×CD19-Cre mice were maintained in a mixed C57BL/6; 129 background. Mice were monitored for tumor formation once a week for the first 4 months and every day after then. All mice were housed in the Frederick National Laboratory and treated with procedures approved by the US National Institutes of Health (NIH) Animal Care and Use Committee.

The VavP-Bcl2 mouse model of FL⁹ was adapted to the adoptive transfer approach using retrovirally transduced HPCs. HPC isolation and transduction were performed as in ref. 30. 8- to 10-week-old lethally irradiated (4.5 Gy twice) C57BL/6 females were used as recipients for all transplantation experiments. shRNAs to mouse Kmt2d were designed using Designer of Small Interfering RNA (DSIR, http://biodev.extra.cea.fr/DSIR/) and are based on MSCV³¹: shKmt2d #1 (mouse), GACTGGTCTAGCCGATGTAAA (SEQ ID NO:20) and shKmt2d #2 (mouse), TGAATCTTTATCTTCAGCAGG (SEQ ID NO:21).

Mouse B220⁺ Tumor Sample Preparation.

B220⁺ cells were purified from mouse lymphoma tumors by immunomagnetic enrichment with CD45R (B220) microbeads (Miltenyi Biotech). RNA extraction was performed using TRIzol (Ambion) using the manufacturer's protocol.

Histology.

Mouse tissues were fixed overnight in formalin, embedded in paraffin blocks and sectioned. Tissue sections were stained with hematoxilin and eosin (H&E) or with Ki67, TUNEL, B220 or PNA following standard procedures^(32,33).

Flow Cytometric Analysis.

Vavp-Bcl2 Tumors.

Tumor cell suspensions of representative tumors for each genotype were stained as described³⁰. The antibodies used were B220 (CD45R; BD PharMingen, #553092) or IgG1 (BD PharMingen #560089), which were conjugated with APC, and to B220 (CD45R; BD PharMingen, #553090), CD19 (BD PharMingen, #557399), IgM (PharMingen, #553409), Thy1 (CD90; Cedarlane, #CL8610PE), CD8 (PharMingen, #553032), Sca-1 (PharMingen, #553108), IgD (BD PharMingen #558597) and GL7 (BD PharMingen #561530), which were conjugated with phycoerythrin. Analysis was performed with a BD LSRFortessa cell analyzer and FlowJo software (Tree Star).

Kmt2d^(−/−) Tumors.

Single-cell suspensions were obtained from spleens according to standard procedures. Red blood cells were lysed with ACK Lysing Buffer (Quality Biological) and surface markers on tumor cells were analyzed on FACSCalibur (BD Biosciences) using the following fluorochrome-cojugated antibodies: IgM-PE (BD Pharmingen, clone R6-60.2 #553409), IgM-FITC (BD Pharmingen, clone R6-60.2 #553408), IgD-FITC (BD Pharmingen, clone 11-26c.2a #553439), FITC-conjugated Ig, λ1, λ2 and λ3 (BD Pharmingen, clone R26-46 #553434), Igκ-FITC (BD Pharmingen, clone 187.1 #550003), CD19-APC (BD Pharmingen, clone 1D3 #550992), B220-PE (BD Pharmingen, clone RA3-6B2 #553090), B220-PE (BD Pharmingen, clone RA3-6B2 #553088), CD138-PE (BD Pharmingen, clone 281.2 #553714), CD24-FITC (BD Pharmingen, clone M1/69 #553261), CD11b-APC (BD Pharmingen, clone M1/70 #553312), CD4-PE (Biolengend, clone GK1.5 #100408), CD8-FITC (BD Pharmingen, clone 53-6.7 #553031), CD3-PE (BD Pharmingen, clone 500A2 #553240), and CD43-biotin (BD Pharmingen, clone S7 #553269) and B220-biotin (BD Pharmingen RA3-6B2 #553085) followed by Streptavidin-APC (BD Pharmingen). Analysis was performed with FlowJo software (Tree Star).

Characterization of Nonmalignant B Cell Populations in Kmt2d^(−/−) Mice.

To identify the different B cell populations, two stains were performed in splenocytes from 4- to 5.5-month-old mice (two female and one male wild-type mice and four female Kmt2d^(−/−) mice). First, to identify transitional, follicular and marginal zone populations, cells were stained with the following antibodies: CD21-FITC (Biolegend, clone 7E9, #123407), CD5-PE (eBioscience, clone 53-7.3 #12-0051-81), CD23-PECY7 (Biolegend, clone B3B4 #101613), IgM-APC (Biolegend, clone RMM-1 #406509) or B220-Alexa700 (Biolegend, clone RA3 #103232). To identify intermediate plasma cells or plasmablasts (IPC), plasma cells (PC) and germinal center populations, cells were stained with the following antibodies: GL7-FITC (Biolegend, clone GL7 #144003), CD138-PE (Biolegend, clone 281-2 #142503), CD95-APC (eBioscience, clone 15A7 #17-0951-80) or B220-Alexa700 (Biolegend, clone RA3 #103232). To determine the percentages of cell populations, values were normalized by percentage of B220⁺ single live cells (single cells, 7-AAD⁻B220⁺; 7-AAD (Life Technologies) was used to identify dead cells). Data acquisition was performed in a BD LSR II Flow Cytometer (BD Biosciences) and analysis was performed with FlowJo software (Tree Star).

DLBCL Cell Lines.

CD40R expression on DLBCL cell lines was measured using FITC-conjugated anti-CD40 (BD clone C53 #B555588). DLBCL cell line viability was measured by APC-conjugated anti-annexin V (BD #B550474) and DAPI exclusion. Data were acquired on MacsQuant flow cytometer (Miltenyi Biotec) and analyzed using FlowJo software package (TreeStar).

IgVH Rearrangement Analysis.

PCR to evaluate IgVH rearrangements was performed on cDNA of VavP-Bcl2 lymphoma cells with a set of a forward primer that anneal to the framework region of the most abundantly used IgVL gene families and a reverse primer located in the Jλ1,3 gene segment (IgL-Vλ1: GCCATTTCCCCAGGCTGTTGTGACTCAGG [SEQ ID NO:22] and IgL-Jλ1,3: ACTCACCTAGGACAGTCAGCTTGGTTCC; SEQ ID NO:23)³⁴.

Class Switch Recombination (CSR) in Kmt2d^(□/□) Tumors.

Genomic DNA isolated from tumors cell suspensions and MEFS as a germinal band control were restricted and for Southern blot hybridization was performed with the following probes: JH probe (PCR amplified with 5′-TATGGACTACTGGGGTCAAGGAAC-3′ [SEQ ID NO:3] and 5′-CCAACTACAGCCCCAACTATCCC-3′ [SEQ ID NO:4], 3′Smu probe (PCR amplified with 5′-CCATGGGCTGCCTAGCCCGGGACTTCCTGCCC [SEQ ID NO:5] and 5′-ATCTGTGGTGAAGCCAGATTCCACGAGCTTCCCATCC-3′; SEQ ID NO:6) and IgκIII a EcoRI/SacI fragment downstream Jκ5 at Igκ locus.

Somatic Hypermutation.

The genomic sequences from VH to the intron downstream of JH4 were PCR-amplified from tumor DNA using degenerate forward primers for the different VH families³⁵ and a reverse primer (5′-AGGCTCTGAGATCCCTAGACAG-3′; SEQ ID NO:7)³⁶ downstream of JH4. Proofreading polymerase (Phusion High Fidelity, NEB) was used for amplification with previously published PCR conditions³⁵. Amplification products were isolated from agarose gels and submitted to Sanger sequencing. Sequences were compared with reference and mutation rate calculated using IMGT/V-QUEST³⁷ and UCSC BLAT. PCR amplification and sequencing was repeated two or three times for each sample. As a negative and a positive control, DNA extracted from mouse embryonic fibroblasts (MEFS) and Igκ-AID B cells, respectively, were used in parallel.

Characterization of Mouse B Cell Differentiation and Antibody Production.

Germinal Center Assessment in Mice.

HPCs from C57BL/6 mice were retrovirally transduced with empty vector or shKmt2d and adoptive transfer approach was performed in 2-month-old C57BL/6 females irradiated with 4.5 Gy (n=3 or 4 per group). After 4 and 7 weeks after injection of HPCs, females were immunized intraperitoneally with 0.5 ml of 2% sheep red blood cell (SRBC) suspension in PBS (Cocalico Biologicals). Nine weeks later spleens were collected for histology and immunohistochemistry analysis. Ki67-positive cells were quantified using Metamorph software.

For analysis of the formation of GCs in Km2d^(−/−) mice, four mice for each genotype (1.5- to 2-month-old, wild-type: 2 males and 2 females; Kmt2d^(−/−) mice: 3 males and 1 female) were immunized intraperitoneally with 100 μg of NP21-CGG (Biosearch Technologies) in Imject alum (Pierce). On day 6 after immunization, splenocytes were harvested and B cell populations were analyzed by flow cytometry as above (see Characterization of B cell populations in Kmt2d^(−/−) mice).

ELISA Analysis of NP-Specific Antibody Production.

Serum from NP-CGG-immunized Kmt2d^(+/+) (wild-type) or Kmt2d^(−/−) mice was analyzed for NP-specific IgM or IgG1 titer using the SBA Clonotyping System-HRP (SouthernBiotech). Plates were coated with 10 ug/ml NP(20)-BSA (Biosearch Technologies) and serum from immunized or nonimmunized mice was added to 96-well assay plates (Costar) at increasing dilutions in PBS with 1% BSA. Bound antibodies were detected with HRP-labeled goat anti-mouse IgG1 or IgM antibodies. The optical density of each well was measured at 405 nm.

In vitro class-switch recombination. For class switch recombination to IgG1, resting splenic B cells were isolated from 2.5- to 5-month-old Kmt2d^(+/+) CD19-Cre⁻ (wild-type, 2 females and 3 males) and Kmt2d^(fl/fl) CD19-Cre⁺ (Kmt2d^(−/−); 2 females and 3 males) mice by immunomagnetic depletion with anti-CD43 MicroBeads (anti-Ly48, Miltenyi Biotech), and cultured at 0.5×10⁶ cells/ml with LPS (25 μg/ml; Sigma), IL-4 (5 ng/ml; Sigma) and RP105 (anti-mouse CD180; 0.5 μg/ml; BD Pharmingen) for 4 d. B cells were infected at 24 and 48 h in culture with pMX-Cre-IRES-GFP as described³⁸ to enhance Kmt2d^(fl/fl) deletion. Class switching to IgG1 was measured at 96 h in the GFP⁺ population (>90%) by flow cytometry using the following antibodies: IgG1-biotin (BD Pharmingen, clone A85-1 #553441) following streptavidin-Pacific Blue (Molecular Probes) and B220-Alexa700 (Biolegend, clone RA3 #103232). Data acquisition was performed on the BD LSR II Flow Cytometer (BD Biosciences) equipped with CellQuest software (Becton Dickinson). Analysis was performed with FlowJo software (Tree Star).

mRNA-Seq Library Preparation and Sequencing Analysis.

RNA was purified using the RNAeasy Plus Kit (QIAGEN) that included a genomic DNA elimination step. RNA size, concentration and integrity were verified using Agilent 2100 Bioanalyzer (Agilent Technologies). Libraries were generated using Illumina's TruSeq RNA sample Prep Kit v2, following the manufacturer's protocol. Sequencing of 8-10 pM of each library was done on the HiSeq2500 sequencer as 50-bp single-read runs. RNA-seq data from mouse B220 cells were aligned to the mm9 genome using STAR. RNA-seq data from FL subjects were aligned to the hg19 genome using TopHat. −2.0.10 with default parameters except −r 150 (TopHat2: accurate alignment of transcriptomes in the presence of insertions, deletions and gene fusions). Read counts were derived from HTSeq.scripts.count module in HTSeq-0.6.0 with default parameters (HTSeq—a Python framework to work with high-throughput sequencing data). Differentially expressed genes were generated by DESeq2-1.6.3 in R [moderated estimation of fold change and dispersion for RNA-seq data with DESeq2].

ChIP and ChIP-Seq Library Preparation and Sequencing Analysis.

H3K4me1 and H3K4me2 ChIP was performed as previously described³⁹. Briefly, 4×10⁶ mouse B220⁺ cells or DLBCL cells were fixed with 1% formaldehyde, lysed and sonicated (Branson Sonicator; Branson) leading to a DNA average size of 200 bp. 4 ul of H3K4me1 and H3K4me2-specific antibody (Abcam 32356 lot GR106705-5), tested for specificity by histone-peptide array (Active Motif 13001), was added to the precleared sample and incubated overnight at 4° C. The complexes were purified using protein-A beads (Roche) followed by elution from the beads and reverse cross-linking. DNA was purified using PCR purification columns (QIAGEN).

H3K4me1 and H3K4me2 ChIP-seq libraries were prepared using 10 ng of DNA and Illumina's TruSeq ChIP sample prep, according to the manufacturer. Libraries were validated using the Agilent Technologies 2100 Bioanalyzer and Quant-iT dsDNA HS Assay (Life Technologies) and 8-10 pM was sequenced on a HiSeq2500 sequencer as 50-bp single-read runs. ChIP-seq data was aligned to the hg18 and hg19 genomes using STAR. Peak calling and read density in peak regions were performed by ChIPseeqer-2.1 with default parameters (an integrated ChIP-seq analysis platform with customizable workflows).

KMT2D ChIP assays were performed as previously described⁴⁰. Briefly, 3-5×10⁷ cells were cross-linked with 1% paraformaldehyde at room temperature for 15 min and sonicated to generate chromatin fragments of 200-600 bp. Fragmented chromatin was then immunoprecipitated overnight with in-house-generated human KMT2D antibody specific for the N terminus previously described⁵, followed by washes and elution. ChIP-sequencing libraries were prepared with KAPA HTP ChIP-seq sample prep kit (KAPA Bioystems) for further high-throughput sequencing.

H3K4me1 and H3K4me2 ChIP DNA from OCI-LY7 cells transduced with KMT2D shRNA or empty vector control lentivirus were quantified by qPCR. Primers were designed to amplify loci with KMT2D peaks in OCI-LY7 and H3K4me1 and H3K4me2 depletion in OCI-LY1. Enrichment was calculated relative to input. The primers used were:

TNFAIP3 (A20), Forward: (SEQ ID NO: 8) GTGCTGCCATCCCCCAAATA, Reverse: (SEQ ID NO: 9) AGCTTTCCCATGAGCCACT; SOCS3, Forward: (SEQ ID NO: 10) ACCTGGCTAGACTGAGGTCAT, Reverse: (SEQ ID NO: 11) TTAGAGGCGCTCTGGTTCCT; TRAF3, Forward: (SEQ ID NO: 12) TCCAAGGGAAGATGAGGCCA, Reverse: (SEQ ID NO: 13) CCTCGGGGGCCATAATACAG; SGK1, Forward: (SEQ ID NO: 14) GACCGATTGGGAAAGCAGGT, Reverse: (SEQ ID NO: 15) GAGTTGGCTCTGGCTTCCAT; IKBKB, Forward: (SEQ ID NO: 16) AGGTCAACAAGGAGTCAGCC, Reverse: (SEQ ID NO: 17) AGGAGGGAGGGGAGCTTTAT; TNS4 (negative control loci), Forward: (SEQ ID NO: 18) TTATTTGGCTGGGTGTGGT, Reverse: (SEQ ID NO: 19) GTAGAGACGGGATTTCACCATG.

Human_Downregulated_Genes are downregulated genes (log fold change (log FC)<0, P val<0.05, n=519) in FL subjects with nonsense KMT2D mutations versus those with wild-type KMT2D, FIG. 3e ) based on RNA-seq data. Mouse_Downregulated_Genes were downregulated genes (log FC<0, P adjust<0.1, Benjamini-Hochberg method, n=1,016) in mouse B220⁺ cells, shKmt2d versus empty vector, FIG. 3f ) based on RNA-seq data. We also determined an RNA-seq leading-edge gene set (n=347, FIG. 3i ). This gene set is the union of two gene subsets: (i) top 200 downregulated genes in Human_Downregulated_Genes (ranked by log FC derived from B220 RNA-seq) and (ii) top 200 downregulated genes in Mouse_Downregulated_Genes (ranked by log FC derived from FL RNA-seq).

For H3K4me1 and H3K4me2 ChIP data from mouse B220⁺ cells, candidate peaks were the union of the peaks called from each control replicate (n=3) with ChIPseeqer. We defined peaks that overlapped with promoters (defined as ±2 kb windows centered on RefSeq transcription start sites (TSS)). Peaks that didn't overlap with promoters, gene bodies and exons were treated as enhancer peaks. Enhancer peaks inside gene bodies were identified as intragenic enhancer peaks. Intergenic enhancer peaks were defined as being within a 50-kb window from the corresponding genes. TSS Mouse_Enh_H3K4^(me1/me2)_Loss were genes identified with H3K4me1 and H3K4me2 depletion (>25% read density loss and P val<0.05, t-test, n=680) at enhancer peaks in shKmt2d (n=3) (FIG. 4c,d ). We also determined a mouse H3K4me1-H3K4me2 ChIP-seq enhancer leading-edge gene set (n=322, FIG. 4e ), which is the union of two gene subsets: (i) top 200 downregulated genes in Mouse_Enh_H3K4^(me1/me2)_Loss gene set (ranked by log FC derived from B220 RNA-seq) and (ii) top 200 downregulated genes in Mouse_Enh_H3K4^(me1/me2) Loss gene set (ranked by log FC derived from FL RNA-seq).

We derived Mouse_Pro_H3K4^(me1/me2) Loss gene sets (n=602, FIG. 10e,f ) and mouse H3K4me1 and H3K4me2 ChIP-seq promoter leading-edge genes (n=321, FIG. 10g ) in the same way as that for enhancers, described above.

For H3K4me1 and H3K4me2 ChIP data from OCI-LY1 and OCI-LY7 cell lines, candidate peaks were the union of the peaks called from two OCI-LY7 replicates (KMT2D WT) with ChIPseeqer. Promoter and enhancer peaks were determined by the same method described above for mouse B220 H3K4me1-H3K4me2 ChIPseq. In addition all enhancer peaks were overlapped with annotated enhancers previously determined in OCI-LY7. Human_H3K4^(me1/me2) LOSS50 were genes with H3K4me1 and H3K4me2 depletion (>50% read density loss, n=4416) in OCI-LY1 versus OCI-LY7 (FIG. 5b ).

KMT2D peaks from KMT2D ChIP-seq data were called using ChIPseeqer. Human_H3K4^(me1/me2)_Loss50_KMT2D were genes with H3K4me1-H3K4me2 loss peaks (>50% read density loss and overlapped with KMT2D peaks, n=1,248, FIG. 5d ). We chose 1,248 genes as leading-edge genes (ranked by H3K4me1-H3K4me2 loss from OCI-LY1 and OCI-LY7 ChIP-seq).

Gene Ontology (GO) Analysis with iPAGE.

The GO analyses were performed with iPAGE⁴¹. The concept of mutual information (MI)⁴² to directly quantify the dependency between expression and known pathways in MsigDB⁴³ or in the lymphoid signature database from the Staudt Lab⁴⁴ are used in iPAGE. Nonparametric statistical tests are then used to determine whether a pathway is significantly informative about the observed expression measurements. An iPAGE input file is defined across around 24,000 genes from Refseq genes, where each gene is associated with a unique expression status in our analysis. Meanwhile, each gene can be associated with a subset of M known pathways (for example, from the Gene Ontology annotations). For each pathway, the pathway profile is defined as binary vector with N elements, one for each gene. “1” indicates that the gene belongs to the pathway and “0” indicates that it does not.

Given a pathway profile and an expression file with N_(e) groups, iPAGE creates a table C of dimensions 2×N_(e), in which C(1,j) represents the number of genes that are contained in the j^(th) expression group and are also present in the given pathway. C(2,j) contains the number of genes that are in the j^(th) expression group but not assigned to the pathway. Given this table, we calculate the empirical mutual information (MI) as follows:

${I\left( {{{candidate}\mspace{14mu} {pathway}};{expression}} \right)} = {\sum\limits_{i = 1}^{2}{\sum\limits_{j = 1}^{N_{e}}{{P\left( {i,j} \right)}\log \frac{P\left( {i,j} \right)}{{P(i)}{P(j)}}}}}$ where ${{P\left( {i,j} \right)} = {{C\left( {i,j} \right)}/N_{e}}},{{P(i)} = {{\sum\limits_{j = 1}^{N_{e}}{{P\left( {i,j} \right)}\mspace{14mu} {and}\mspace{14mu} {P(j)}}} = {\sum\limits_{i = 1}^{2}{P\left( {i,j} \right)}}}}$

To assess the statistical significance of the calculated MI values, we used a nonparametric randomized-based statistical test. Given I as the real MI value and keeping the pathway profile unaltered, the expression file is shuffled 10,000 times and the corresponding MI values I_(random) are calculated. A pathway is accepted only if I is larger than (1-max_p) of the I_(random) values (max_p is set to 0.005). This corresponds to a P<0.005. In iPAGE, pathways are first sorted by information (from informative to noninformative). Starting from the most informative pathways, the statistical test described above is applied to each pathway, and pathways that pass the test are returned. When 20 contiguous pathways in the sorted list do not pass the test, the procedure is stopped.

Highly statistically significant mutual information is explained by combination of over-representation and under-representation in specific expression groups. To quantify the level of over- and under-representation, the hypergeometric distribution is used to calculate two distinct P values:

For Over-Representation:

${P_{over}\left( {X \geq x} \right)} = {\sum\limits_{i = x}^{N}\frac{\begin{pmatrix} m \\ i \end{pmatrix}\begin{pmatrix} {n - m} \\ {n - i} \end{pmatrix}}{\begin{pmatrix} N \\ n \end{pmatrix}}}$

For Under-Representation:

${P_{under}\left( {X \leq x} \right)} = {\sum\limits_{i = 0}^{N}\frac{\begin{pmatrix} m \\ i \end{pmatrix}\begin{pmatrix} {N - m} \\ {n - i} \end{pmatrix}}{\begin{pmatrix} N \\ n \end{pmatrix}}}$

where x equals the number of genes in the given expression group that are also assigned to the give pathway, m is the number of genes assigned to the pathway (foreground), n is the number of genes in the expression group and N is the total number of genes (background). If P_(over)<P_(under), we consider the pathway to be over-represented in the expression cluster, otherwise it is under-represented. In the heat map, the red color indicates (in log₁₀) the over-represented P values and the blue shows under-representation.

Gene Set Enrichment (GSEA) Analysis.

All the GSEA analysis results in this manuscript were generated from GSEA preranked mode^(43,45). There were two kinds of input files: (i) FL subjects: gene expression level log FC (nonsense KMT2D mutation versus WT) and (ii) B220: gene expression level log FC (shKMT2D versus MLS). In those input files, we chose the minimum log FC when a gene had multi-transcripts. All the gene sets used in GSEA were described in the Computational Methods section.

Human Cell Lines.

The lymphoma cell lines HT, DoHH2, SU-DHL4, Toledo, Karpas-442, OCI-LY8, NU-DUL1 and SU-DHL10 were maintained in RPMI 1640 with 10% FBS, 1% L-Glutamine and 1% penicillin-streptomycin. OCI-LY7, OCI-LY1 and OCI-LY18 cells were cultured with IMDM media (GIBCO) with 15% FBS, 1% L-Glutamine and 1% penicillin-streptomycin. When indicated OCI-LY7 or SU-DHL4 lymphoma cells were transduced with lentiviruses expressing empty vector (pLKO.1) or shRNA against KMT2D (pLKO.1; Sigma, shKMT2D #1: TRCN0000013140; shKMT2D #2: TRCN0000013142; shKMT2D #3: TRCN0000235742). Source of cell lines are as follows: OCI-LY7, OCI-LY1 and OCI-LY18 from OCI (Ontario Cancer Institute); HT (ATCC® CRL2260™) from ATCC (American Type Culture Collection); SU-DHL4 and NU-DUL1 from DSMZ (Deutsche Sammlung von Mikroorganismen and Zellkulturen GmbH). Cell lines were authenticated by STR DNA profiling by biosynthesis (http://www.biosyn.com/celllinetesting.aspx). Mycoplasma contamination is routinely tested with Universal Mycoplasma detection kit ATCC (http://www.atcc.org/products/all/30-1012K.aspx).

Proliferation assays in lentiviral-transduced OCI-LY7 cells were performed using Viacount assay from Guava Technologies performed as reported⁴⁶. 5×10⁵ cells were seeded in 2 ml into a single well of a 6-well dish. Each experiment was done in triplicate.

For the IL-21 stimulation assay, OCI-LY7 cells transduced with lentiviruses with vector or shRNA against KMT2D were seeded and recombinant human IL-21 (PeproTech #200-21) was added to a 10 ng/ml final concentration; cells were collected after 48 h and whole cell lysates were prepared.

For CD40-IgM stimulation assays, DLBCL cells were seeded at 2.5×10⁵ cells in 500 ul into a single well of a 12-well plate and cultured with anti-CD40 (2.5 ug/ml; RD Systems #AF632) alone or in combination with anti-IgM (10 ug/ml; Jackson ImmunoResearch #109-006-129) for 1, 2 or 4 d. After 1 or 2 d, cells were collected for RNA isolation. After 4 d, cell death was measured using annexin-V and DAPI staining.

Histone Extraction and Quantitative Mass Spectrometry Analysis.

Nuclei were isolated and histone proteins were extracted as described previously with minor modifications⁴⁷. Briefly, histones were acid-extracted from nuclei with 0.2 M H₂SO₄ for 2 h and precipitated with 25% trichloroacetic acid (TCA) overnight. Protein pellets were redissolved in 100 mM NH₄HCO₃ and the protein concentration was measured by Bradford assay. Histone proteins were derivatized by propionic anhydride and digested with trypsin for about 6 h (ref. 47). Peptides were also derivatized by propionic anhydride and desalted by C₁₈ Stage-tips. Histone peptides were loaded to a 75 μm inner diameter (I.D.)×15 cm fused silica capillary column packed with Reprosil-Pur C₁₈-AQ resin (3 μm; Dr. Maisch GmbH, Germany) using an EASY-nLC 1000 HPLC system (Thermo Scientific, Odense, Denmark). The HPLC gradient was 2-35% solvent B (A=0.1% formic acid in water; B=0.1% formic acid in acetonitrile) in 40 min and from 35% to 98% solvent B in 20 min at a flow rate of 300 nl/min. HPLC was coupled to an LTQ-Orbitrap Elite (Thermo Fisher Scientific, Bremen, Germany). Full MS spectrum (m/z 290-1400) was performed in the Orbitrap with a resolution of 60,000 (at 400 m/z), and the 10 most intense ions were selected for tandem mass spectrometry (MS/MS) performed with collision-induced dissociation (CID) with normalized collision energy of 35 in the ion trap. Automatic gain control (AGC) targets of full MS and MS/MS scans are 1×10⁶ and 1×10⁴, respectively. Precursor ion charge state screening was enabled and all unassigned charge states as well as singly-charged species were rejected. The dynamic exclusion list was restricted to a maximum of 500 entries with a maximum retention period of 30 s. Lock mass calibration in full MS scan is implemented using polysiloxane ion 371.10123. Histone peptide abundances were calculated from the acquired raw data by EpiProfile program⁴⁸.

Immunoblot Analysis.

PBS lysis buffer (1% Triton X-100, 1 mM DTT, in PBS) followed by 0.2 N HCl solution was used to prepare lysates for histone fraction of lymphoma (B220⁺) cells. RIPA buffer (Boston Bioproducts) was used to prepare whole-cell lysates of OCI-LY7 cells. Immunoblot analyses were performed according to standard procedures. Membranes were probed with the indicated primary antibodies to: H3K4^(me1) (Abcam, #ab8895), H3K4^(me2) (Millipore #07-030), H3K4^(me3) (Millipore #07-473), total H3 (abcam #ab1791), p-Tyr705-STAT3 (Cell Signaling #9145), total-STAT3 (Cell Signaling #12640) and SOCS3 (Cell Signaling #2932). Enhanced chemiluminescence was used for detection (ECL, Amersham).

Validation of KMT2D Targets by Quantitative Real Time PCR Analyses.

Total RNA from cells was extracted using TRIzol (Invitrogen). Reverse transcription was performed using random primers and SuperScript III First Strand (Invitrogen #18080-400). Quantitative real time-PCR was performed using TaqMan Universal Master Mix (Applied Biosystems) in a 7900 HT Fast Real Time thermocycler (Applied Biosystem). The housekeeping gene used for input normalization of all the qRT-PCR data is β-actin. Taqman gene expression assays used: Kmt2d (Mm02600438_m1), Actb (encoding β-actin) (#4352663), Socs3 (Mm00545913), Dusp1 (Mm00457274), Tnfaip3 (Mm00437121), Arid1a (Mm00473838), Fos (Mm00487425), Ikbkb (Mm01222247), Tnfrsf14 (Mm00619239), KMT2D (Hs00231606), SOCS3 (Hs02330328), TNFRSF14 (Hs00998604), TNFAIP3 (Hs00234713), ARID1A (Hs00195664), DUSP1 (Hs00610256), TRAF3 (Hs00936781), NR4A1 (Hs00374226), IKBKB (Hs00233287), DNMT3A (Hs01027166), ASXL1 (Hs00392415), ARID3B (Hs00356736), MAP3K8 (Hs00178297) and ACTB (#4352667).

Statistical Methods.

Sample sizes for comparisons between cell types or between mouse genotypes followed Mead's recommendations⁴⁹. Samples were allocated to their experimental groups according to their predetermined type (i.e., mouse genotype) and, therefore, there was no randomization. Investigators were not blinded to the experimental groups unless indicated. In the case in FIG. 1b , only mice that developed lymphomas were considered; mice that didn't develop lymphomas were censored and indicated with ticks in the Kaplan-Meier curves. Quantitative PCR data were obtained from independent biological replicates (n values indicated in the corresponding figure legends). Normal distribution and equal variance was confirmed in the large majority of data and, therefore, we assumed normality and equal variance for all samples. On this basis we used the Student's t-test (two-tailed, unpaired) to estimate statistical significance. Survival in mouse experiments was represented with Kaplan-Meier curves, and significance was estimated with the log-rank test. For contingency analysis (proportion of H3K4me1-H3K4me2 peaks) we used the chi-squared exact test.

Accession Codes.

The Gene Expression Omnibus accession codes for the data in this manuscript are: GES67291 (mouse B220+ lymphoma H3K4me1 and H3K4me2 ChIPseq and RNAseq), GES67314 (KMT2D ChIPseq in OCI-LY7 lymhoma cells), GES67381 (H3K4me1 and H3K4me2 ChIPseq in OCI-LY7 and OCI-LY1 lymphoma cells), SRP056293 (FL samples RNA-seq), SRP056292 (targeted resequencing in FL samples) and SRP056291 (exome sequencing in FL samples).

Example 2. KMT2D Deficiency Promotes Lymphoma Development In Vivo

To directly test the effect of KMT2D deficiency in the development of GC-derived lymphoma, we used the VavP-Bcl2 mouse model. In this model, the Vav promoter drives expression of the Bcl2 oncogene in all hematopoietic lineages, and this results in the development of B cell lymphomas that recapitulate key aspects of the genetics, pathology and GC origin of human FLs⁹⁻¹¹. To knock down Kmt2d we transduced unselected VavP-Bcl2 (C57BL/6) transgenic fetal liver cells (embryonic day (ED) 14.5, which are a rich source of hematopoietic progenitor cells (HPCs), with MSCV (Murine Stem Cell Virus) retroviruses that encoded a GFP reporter and either short hairpin RNAs targeting Kmt2d (shKmt2d; n=30), an empty vector (vector; n=37) or the Myc oncogene as a positive control for lymphomagenesis (c-Myc; n=16). We injected an unsorted mix of transduced and untransduced HPCs into syngeneic (C57BL/6) wild-type (WT), lethally irradiated female mice and monitored the recipients for 200 d by peripheral blood smears for the emergence of lymphomas (FIG. 1a ). Knockdown of Kmt2d caused a marked acceleration of lymphomagenesis and an increase in FL penetrance from 30% to 60% (FIG. 1b ). The lymphomas expressing the Kmt2d-specific shRNA displayed a substantial enrichment of cells that were transduced with two different shRNAs to Kmt2d tethered to GFP as compared to the unsorted HPCs they were derived from and to the HPCs transduced with empty retrovirus (FIG. 1c ). We confirmed reduction of Kmt2d mRNA levels in mouse B cells expressing the Kmt2d-specific shRNA constructs (FIG. 1d and FIG. 7a ).

The mice transplanted with the VavP-Bcl2-shKmt2d HPCs showed significant splenomegaly and the lymphomas were marked by pathognomonic follicular expansion of neoplastic B220⁺ B lymphocytes that showed positive staining with peanut agglutinin (PNA) and had low Ki67 staining indicating slow proliferation like human FLs (FIG. 13). The PNA-positive staining of and the localization within follicular structures of the B cells are indicative of their germinal center origin (FIG. 1f ). Compared to the lymphomas arising in control animals (recipients of VavP-Bcl2 HPCs expressing the empty vector), the Kmt2d-deficient tumors revealed a greater expansion of neoplastic B220⁺PNA⁺ B cells and an advanced destruction of the underlying splenic architecture with invasion of the red pulp in nodular, and sometimes diffuse, patterns (FIG. 1f ). Kmt2d-deficient tumors were composed of a greater number of larger, centroblast-like B cells (FIG. 7c ), and had more prominent extranodal infiltration into the lung, liver and kidneys (FIG. 7d ). Immunophenotyping showed a similar composition of cells in control and Kmt2d-deficient lymphomas, with neoplastic B cells expressing B220, CD19, IgM, IgD and the GC marker GL7 (FIG. 1g and FIG. 7b ) and Table 1). PCR analysis of the immunoglobulin light chain (IgL) locus indicated clonal disease (FIG. 7e ), and sequence analysis of the VDJH4 variable region showed evidence of SHM (FIG. 7f ). Hence, Kmt2d deficiency cooperates with Bcl2 to promote the development of high-grade, GC-derived FLs.

Next we analyzed the potential tumor suppressor function of KMT2D in the absence of any cooperating genetic lesions. We crossed Kmt2d conditional knockout mice (Kmt2d^(fl/fl))⁷ with a CD19-Cre strain to induce Kmt2d deletion in CD19⁺ early B cells. The majority (58%) of the Kmt2d^(fl/fl)×CD19-Cre mice (herein referred to as Kmt2d^(−/−)) became moribund with a survival of 338 d (FIG. 7g ). Pathology indicated that the Kmt2d^(−/−) B cell lymphomas in spleens and lymph nodes arose from a pre-GC B cell and were composed of monotonous, atypical B lymphocytes with a high proliferative index (>90% Ki67⁺) and abundant numbers of apoptotic cells, as assayed by TUNEL staining (FIG. 7h ). Flow cytometry analysis of these tumors revealed the presence of CD19⁺B220⁺IgM⁺ B cells that often express immunoglobulin kappa (Igκ) or lambda (Igλ) light chains and that have variable expression of IgD and the plasmacytic marker CD138 (FIG. 7i ) (Table 1). Genomic analyses of the immunoglobulin locus in these lymphoma cells indicated an oligoclonal origin from cells that had undergone V(D)J recombination at the immunoglobulin heavy chain (IgH) and Igκ loci (FIG. 7k,l ). However, the lymphoma cells did not undergo class switch recombination (CSR), as they retained the unrearranged IgH constant region (FIG. 7m ). They also showed no evidence of SHM at the IgH locus (FIG. 7n ) and lacked expression of markers for mouse GC B cells (PNA; (FIG. 7h ). Although the mouse tumors may not directly resemble human lymphomas, these results indicate that Kmt2d acts as a tumor suppressor in B lymphocytes and that this contrasts with its oncogenic function in the myeloid lineage¹².

KMT2D mutations are typically seen in lymphomas that originate from GC B cells that are exposed to the genotoxic activity of the GC-specific enzyme activation-induced cytidine deaminase (AID). Therefore we tested whether the genomic instability caused by AID would synergize with the Kmt2d deficiency to promote lymphoma development in vivo. We crossed the Kmt2d^(−/−) mice to animals overexpressing AID (encoded by Aicda; referred to here as ‘AID-Tg’ mice) and observed a further acceleration of lymphoma onset (FIG. 7g ). The Kmt2d^(−/−)×AID-Tg tumors were more aggressive than Kmt2d^(−/−) tumors and showed extensive dissemination into solid organs and complete effacement of the splenic architecture by diffuse proliferation of large atypical B220⁺ B cells with monotypic expression of IgL light chain and very high proliferative fraction (Ki67 positivity >90%). Neoplastic cells were focally positive for CD138 and had intracytoplasmic accumulation of immunoglobulins, suggesting plasmacytic differentiation (FIG. 7i,j ). These tumors were oligoclonal and, contrary to the tumors arising in Kmt2d^(−/−) mice, showed AID-induced CSR and SHM and were PNA⁻ (FIG. 7k-n ). Hence, AID-induced genomic instability, a hallmark feature of the mutagenic GC environment, cooperates with Kmt2d deficiency in lymphomagenesis.

Example 3. KMT2D Deficiency Affects Physiological B Cell Behavior

Heritable nonsense mutations in KMT2D are a major cause of the rare congenital Kabuki syndrome (also known as Kabuki makeup or Niikawa-Kuroki syndrome). The syndrome is named for its typical facial features and often comprises a mild immune defect with decreased production of class-switched antibodies and a propensity for ear infections, although a link to tumor development has not been clearly established¹³. We wanted to examine how KMT2D deficiency affects normal B cells. First we analyzed KMT2D expression using RNA-seq in purified mature B cell subsets isolated from human tonsils. KMT2D expression levels were similar in naive, centroblast, centrocyte and memory B cells, whereas it was reduced in plasma B cells, suggesting a functional role for KMT2D before terminal B cell differentiation (FIG. 8a ). Next we examined the effect of KMT2D knock down on GC formation using a transplantation model with WT HPCs transduced with retroviruses containing either empty vector (as a control) or Kmt2d-specific shRNA, followed by immunization with sheep red blood cells (SRBC) (FIG. 2a ). In control mice, all of the GCs resolved by week 16, as indicated by loss of PNA and Ki67 staining. In contrast, Kmt2d-knockdown mice showed persistent GCs beyond week 16 that consisted of B cells with high PNA and Ki67 staining (FIG. 2b,c ). To determine how complete genetic Kmt2d inactivation affects mature B cell populations, we examined unimmunized 4- to 5-month-old Kmt2d^(−/−) mice (before lymphoma onset). Flow cytometric analysis of splenocytes harvested from WT and Kmt2d^(−/−) mice indicated there were equal numbers of total B220⁺ B cells, intermediate plasmablasts (IPCs; B220⁺CD138⁺) and plasma cells (B220⁻CD138⁺) in both sets of mice (FIG. 8b,c ). We observed two-fold increase in the number of transitional B cells (B220⁺CD21⁻CD23⁻) and a trend toward elevated numbers of GC B cells (B220⁺GL7⁺CD95⁺) in the Kmt2d^(−/−) mice (FIG. 8b-e ). To determine the impact of Kmt2d deletion on GC formation and differentiation, we immunized mice with SRBC, to induce germinal center (GC) formation, and analyzed splenocytes harvested from WT and Kmt2d^(−/−) mice 6 d after immunization. Flow cytometric analysis indicated a modest decrease in follicular B cells (FO; B220⁺CD23⁺CD21^(lo)), a trend toward decreased numbers of plasmablasts and increased numbers of transitional B cells (TR) and, most notably, a significant three-fold increase in the number of GC B cells in Kmt2d^(−/−) splenocytes, as compared to those in splenocytes from WT mice (FIG. 2d,e ). These results indicate that Kmt2d loss results in an expansion of GC B cells (which represent the cell type from which DLBCLs and FLs arise in humans) after immunization.

To determine whether Kmt2d loss affects B cell antibody production, we measured serum IgM and IgG1 levels by ELISA in WT and Kmt2d^(−/−) mice. Results showed that IgM antibody levels were similar for both groups of mice under basal conditions, and although the wild-type mice showed the expected increase in IgG1 levels following NP-CGG (Chicken Gamma Globulin) immunization, Kmt2d^(−/−) mice had decreased IgG1 levels, indicating a class switch defect (FIG. 2f ). Consistent with these in vivo findings, we also observed a defect in CSR to IgG1 in Kmt2d-deficient B cells after in vitro stimulation with lipopolysaccharide (LPS), CD80-specific antibody and interleukin-4 (IL-4), as indicated by reduced surface IgG1 expression on the Kmt2d^(−/−) B cells (FIG. 2g-i ). Hence, KMT2D loss affects B cell differentiation and impedes the B cell immune response in a manner consistent with the mild immune defect associated with Kabuki syndrome.

Example 4. Consequences of KMT2D Mutations in Human Lymphomas

To explore the effects of KMT2D mutations on clinical behavior, we established the KMT2D mutation status in a cohort of 104 human FL specimens. We detected KMT2D mutations in nearly 40% of samples but did not find an apparent hotspot (FIG. 3a,b ) (Table 2). In these FLs, 38 of the 104 samples had KMT2D mutations, with four being homozygous. Of a total of 49 KMT2D mutations, 36 were nonsense, 12 were missense and one was a frameshift mutation. KMT2D mutations in FL were not significantly associated with FL grade (FIG. 9a ).

Next we analyzed KMT2D status in a cohort of 347 newly diagnosed, clinically annotated DLBCL cases that were all treated with rituximab (R) plus a combination of cyclophosphamide, vincristine, doxorubicin and prednisone (CHOP)—referred to here as R-CHOP—at the BC Cancer Agency (Vancouver) and that were classified as GC B cell (GCB) or activated B cell (ABC) subtype by gene expression profiling. The cases were selected on the basis of the following criteria: individuals were 16 years of age or older with histologically confirmed de novo DLBCL according to the 2008 World Health Organization (WHO) classification, and DNA extracted from fresh-frozen biopsy material (tumor content >30%) was available. The overall mutation frequency was similar to our FL cohort, however we noticed a higher prevalence of nonsense mutations in the GCB subtype (17.6%) than in the ABC subtype (8.4%) (FIG. 9b ). KMT2D mutations were not significantly linked to overall survival (OS), progression-free survival (PFS), disease-specific survival (DSS) or time to progression (TTP) (FIG. 3c,d and FIG. 9c,d ) Table 2). The lack of correlation may indicate no effect of this specific treatment, or it may reflect alternate changes in tumors with wild-type KMT2D that equally affect outcomes.

Example 5. KMT2D Controls a Common Set of Genes in Mouse and Human FLs

Next we investigated the transcriptional changes related to KMT2D mutation status by RNA-seq on seven human FL specimens with KMT2D nonsense mutations and 12 with wild-type KMT2D. As expected, the most differentially expressed genes in FLs with nonsense mutation-containing KMT2D were skewed toward gene downregulation, such that among the top 100 genes 70% were decreased, whereas that fraction decreased to 55% when 500 genes were included (FIG. 3e and FIG. 9e,f ). Similarly, RNA-seq on magnetic cell sorting (MACS)-purified mouse B220⁺ cells from Kmt2d-knockdown (n=5) and control lymphomas (n=4) revealed that differentially expressed genes in Kmt2d-deficient lymphomas were skewed toward gene downregulation, further supporting the established role of Kmt2d as an activator of gene expression (FIG. 3f and FIG. 9g,h ). Moreover, genes that were downregulated in the mouse Kmt2d-deficient lymphomas were highly enriched among genes that were downregulated in human KMT2D mutant specimens and vice versa (FIG. 3g,h ; Table 3). By contrast, there was no enrichment among the upregulated genes. This suggests the downregulation of a conserved gene expression signature in human and mouse KMT2D-deficient lymphomas. To further explore these signatures, we examined the leading-edge genes that drive this reciprocal relationship for potential B cell functions that are perturbed by KMT2D inactivating mutations (Table 4). The analysis revealed an enrichment for genes implicated in the immediate early response to antigen/growth factor stimulation, IL-6, IL-10, RAS and tumor necrosis factor (TNF) signaling pathways (FIG. 3i and Table 4) and for plasma cell differentiation-related genes (FIG. 9i,j ). Hence in human and mouse FLs, KMT2D controls a common set of genes related to immune signaling and B cell differentiation pathways

To assess how KMT2D depletion contributes to transcriptional regulation, we measured H3K4 mono- and dimethylation (H3K4me1 and H3K4me2, respectively) in Kmt2d-deficient and control lymphomas. Using an antibody that specifically recognizes H3K4me1 and H3K4me2 on DNA, we performed ChIP-seq on purified B220⁺ mouse lymphoma cells (n=3 for both empty vector-containing and shKmt2d-containing VavP-Bcl2 cells). First, analysis of ChIP-seq data for H3K4me1 and H3K4me2 abundance did not reveal a global loss of the marks genome wide (FIG. 4a ). We confirmed this observation with immunoblots for H3K4me1, H3K4me2 and trimethylated H3K4 (H3K4me3) on lysates from sorted B220⁺ mouse Kmt2d-knockdown lymphoma cells (FIG. 10a,b ) and nonmalignant B220⁺ cells from WT and Kmt2d^(−/−) mice (FIG. 10c,d ). By contrast, we observed focal depletion of the H3K4me1 and H3K4me2 marks at a subset of genomic sites in the mouse VavP-Bcl2-shKmt2d lymphomas. Specifically, H3K4me1 and H3K4me2 depletion was significantly more pronounced at putative enhancers as compared to that in promoter elements (FIG. 4b ). Using gene set enrichment analyses (GSEA) we found that the genes associated with significant H3K4me1 and H3K4me2 depletion in enhancers and promoters (≥25% read density reduction) were enriched among downregulated genes in both mouse and human KMT2D-deficient lymphomas (FIG. 4c,d and FIG. 10e,f ). The leading-edge genes driving this association were enriched for target genes induced by CD40, NF-κB, IL-6, IL-10, LPS, TGF-τ and TNF-α (FIG. 4e , FIG. 10g ). Notably, among the genes that showed depletion of the H3K4me1 and H3K4me2 marks at enhancers with concurrent changes in gene expression were tumor suppressor genes such as Tnfaip3 (A20) (ref. 14), Socs3 (ref. 15), Tnfrsf14 (Hvem)¹⁶, Asxl1 and Arid1A (FIG. 4f and FIG. 4h ).

Next we analyzed H3K4me1 and H3K4me2 abundance in human lymphoma cells lines that were either wild type (OCI-LY7, HT, DOHH2 and SU-DHL4) or mutant (OCI-LY1, OCI-LY18, Toledo and Karpas422) for KMT2D. As in the mouse lymphomas, measurements of global H3K4 methylation by immunoblotting and mass spectrometry showed no differences between the lymphoma lines with WT and mutant KMT2D (FIG. 11a-c ). Consistent with the results in the mouse lymphomas, H3K4me1 and H3K4me2 ChIP-Seq on human lymphoma cells containing either WT (OCI-LY7) or mutant (OCI-LY1) KMT2D showed a focal defect that was limited to a subset of H3K4me1 and H3K4me2 sites, and ranking based on the extent of H3K4me1 and H3K4me2 depletion confirmed a predominant effect on enhancers similar to those observed in the experiments in mouse lymphoma cells (FIG. 5a ). However, initial analyses for the enrichment of the loss of H3K4me1 and H3K4me2 among genes that were downregulated in human FLs with mutant KMT2D did not show the expected level of enrichment (FIG. 5b ). This indicated that we needed to more accurately define the direct KMT2D target genes in human lymphoma cells. To measure KMT2D binding directly we performed ChIP-seq in OCI-LY7 and OCI-LY1 cells using a validated antibody against KMT2D. Similarly to previous studies, we identified ˜24,000 KMT2D-binding sites; 32% were associated within transcriptional start sites (TSS) and the others were distributed to locations that were intragenic or upstream or downstream of genes in the OCI-LY7 cells (FIG. 5c )⁵. Of note, genes in OCI-LY7 cells that were bound directly by KMT2D and that had a loss of H3K4me1 and H3K4me2 were also highly enriched among the downregulated genes that were identified in human FL subjects with KMT2D mutations (FIG. 5d ). Once again these KMT2D target genes were associated with immune signaling pathways including those involving CD40, IL-6, IL-10, NF-κB, IRF4 and others (FIG. 5e ). Consistent with the analysis of the mouse lymphomas, these genes included the lymphoid tumor suppressors TNFAIP3 (A20) and SOCS3, which showed consistent changes in KMT2D binding and H3K4 methylation in cells with WT (OCI-LY7) and mutant (OCI-LY1) KMT2D (FIG. 5f and FIG. 11d ).|

Example 6. Functional Validation of Selected KMT2D Target Genes

On the basis of concordant changes in expression, H3K4me1 and H3K4me2 depletion and KMT2D binding, we selected several candidate KMT2D targets for further validation (SOCS3, TNFSRF14, TNFAIP3, ARID1A, DUSP1, TRAF3, NR4A1, IKBKB, DNMT3A, ASXL1, ARID3B, MAP3K8 and SGK1). First we generated isogenic pairs of parental and KMT2D-knockdown human lymphoma cells using the wild-type KMT2D-containing lines OCI-LY7 and SU-DHL4. Unlike in certain solid tumor cells¹⁷, KMT2D-deficient lymphoma cells were more proliferative in vitro than their KMT2D-proficient parental counterparts (FIG. 12a,b ). Next we tested three additional shRNAs for KMT2D knockdown (shKMT2D #1-3) and used qRT-PCR to measure effects on the expression of candidate target genes. We found a marked loss of expression for the indicated KMT2D targets in both isogenic, paired human cell lines and also in purified mouse lymphoma B220⁺ B cells (FIG. 6a and FIG. 12c-e ). For further confirmation of KMT2D-mediated H3K4me1 and H3K4me2 methylation at enhancer regions, we performed H3K4me1 and H3K4me2 quantitative ChIP (qChIP) on the isogenic pairs of KMT2D-knockdown and parental OCI-LY7 cells. We observed substantial loss of H3K4me1 and H3K4me2 in the enhancer regions of SOCS3, TNFAIP3, TRAF3, SGK1 and IKBKB, as compared to their levels in TNS4, which is not a KMT2D target gene (FIG. 6b ). Hence, KMT2D targets the regulatory regions of several tumor suppressor genes that control B cell signaling pathways.

Next we probed how KMT2D loss in human lymphoma cells affected the specific functions of key KMT2D targets. We generated isogenic pairs of KMT2D-proficient and KMT2D-deficient human lymphoma cell lines using shRNA knockdown. We identified SOCS3, a negative regulator of STAT3 signaling, as a KMT2D target. Accordingly, we found a reduction of SOCS3 protein levels and an augmentation in the JAK-STAT response to IL-21 stimulation in the KMT2D-deficient cells as compared to those in the isogenic control OCI-LY7 cells (FIG. 6c ). Among the KMT2D target genes we also identified key signaling molecules involved in the CD40, B cell receptor (BCR) and Toll-like receptor (TLR) pathways (such as TRAF3, TNFAIP3, MAPK3K8 and DUSP1). Transcriptional expression of many of these target genes, including TNFAIP3, is dependent on CD40 and BCR signal activation (refs. 18,19). Therefore, we tested whether loss of KMT2D in the wild-type KMT2D-containing cell lines OCI-LY7 and SU-DHL4 affected the induction of KMT2D target genes when the cells were stimulated with antibodies to CD40 and IgM. Analysis by qRT-PCR showed that the induction of TNFAIP3 was greatly diminished in both cell lines after KMT2D knockdown (FIG. 6d ). CD40 signaling has also been shown to be pro-apoptotic in a panel of DLBCL cell lines²⁰. Therefore we tested if KMT2D knockdown could protect OCI-LY7 cells from apoptosis induced by CD40 signaling and found that, after treatment with antibodies to CD40 and IgM, OCI-LY7 cells harboring the KMT2D-specific shRNA showed reduced cell death induction, as measured by annexin V and DAPI staining (FIG. 6e ). We made analogous observations when comparing panels of lymphoma cell lines with WT (OCI-LY7, HT, SU-DHL4) or mutant (OCI-LY1, OCI-LY18, NU-DUL1) KMT2D. For example, OCI-LY7, HT and SU-DHL4 cells (which contain wild-type KMT2D) showed greater growth inhibition than cell lines OCI-LY1, OCI-LY18 and NU-DUL1 (which contain mutant KMT2D) upon treatment with antibody to CD40 alone or in combination with that to IgM (FIG. 6f and FIG. 12g ). Similarly, viability assays showed that cells with wild-type KMT2D were more sensitive than cells with mutant KMT2D to CD40 stimulation and had increased levels of apoptosis, as measured by annexin V and DAPI staining (FIG. 6g,h ). These differences were not caused by differential CD40 receptor expression, as only OCI-LY18 does not express the CD40 receptor and was not affected by treatment with the CD40-specific antibody (FIG. 12f ). Analysis of target gene expression showed that in KMT2D-mutant cell lines there was an overall attenuated transcriptional response for important KMT2D targets such as the tumor suppressor genes TNFAIP3 (A20), NFKBIZ, FAS and DUSP1 (FIG. 6i and FIG. 12h ). Hence, KMT2D deficiency affects key effects of BCR, CD40 and JAK-STAT signaling in lymphoma B cells.

It will be appreciated by those skilled in the art that changes could be made to the embodiments described above without departing from the broad inventive concept thereof. It is understood, therefore, that this invention is not limited to the particular embodiments disclosed, but it is intended to cover modifications that are within the spirit and scope of the invention, as defined by the appended claims.

The following tables are included herein:

-   -   Table 1. Surface marker analysis in murine lymphomas     -   Table 2. FL and DLBCL subject features and KMT2D mutation     -   Table 3. Downregulated genes in FL subjects with KMT2D mutations         and B220+ lymphoma cells from vav-BCL2 tumors     -   Table 4. Leading edge genes from GSEA and genes associated with         pathways.

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TABLE 1 Surface marker analysis of murine vavP-Bcl2 lymphomas B220+ CD19+ IgM+ IgD+ IgG1+ GL7+ Thy1+ CD4+ CD8+ Sca-1 VavPBcl2-v1 72.6 19.8 28.9 8.59 53.2 16.3 15.1 4.03 87.3 VavPBcl2-v2 70.4 20.9 21.5 2.55 62.8 26.2 16.2 6.19 90.3 VavPBcl2-v3 62 41.7 50.7 1.51 29.5 31.9 14.9 13.5 83.4 VavPBcl2-v4 73.8 38.2 45.4 5.76 56.2 19.1 10.9 7.44 85.4 VavPBcl2-shKmt2d-1 56.6 24.4 39.2 3.43 33.3 20.4 14.8 7.86 69.9 VavPBcl2-shKmt2d-2 62.5 19.9 36.4 8.18 32 17.9 15.1 7.51 70.3 VavPBcl2-shKmt2d-3 77 16.4 11.7 24.2 67.6 12.9 17.7 2.59 91.5 VavPBcl2-shKmt2d-4 58.9 20 23.8 8.35 48.8 15.8 16.4 4.47 74.1 Surface markers analysis in Kmt2d−/− lymphomas IgM IgD IgL CD19 B220 CD138 HSA CD43 CD11b CD4 CD8 CD3 Kmt2d−/− 1558 − − − + − +/− + int nd − − − Kmt2d−/− 2221 + − + + low low + low nd − − − Kmt2d−/− 4311 low low + low low +/− + + nd − − − Kmt2d−/− 2861 low − low + + + + + nd − − − Kmt2d−/− 2900 low − − low − +/− + + nd − − − Kmt2d−/− 4341 + low + low + +/− + low nd − − − Kmt2d−/− 2119 + − + low low − + low nd − − − Kmt2d−/− 4390 + − + + low + + int − − − − Kmt2d−/− 4383 low − + + low +/− + int − − − − Kmt2d−/− 1643 low low + + + − + low int − − − − Kmt2d−/− 4812 + + + − + low + int − − − − Kmt2d−/− 1651 − − − low − +/− + int − − − − Kmt2d−/− 4380 + + + + + − + + − − − − Kmt2d−/− 4982 low − + − + + + int − − − − Kmt2d−/− 5020 − − − low + − + low − − − − Kmt2d−/− 4737 low − low + + +/− − + − − − − Kmt2d−/− 1673 − nd − + low − + low − − − − Kmt2d−/− 4378 + + + + + − + low − − − − Kmt2d−/− 2795 low − + + low − + int nd − − − Kmt2d−/− 4384 + low + + + − + low − − − − Kmt2d−/− 1719 − − − + − − + int − − − − Kmt2d−/−; AID-tg 1816 low − low low + + + low nd − − − Kmt2d−/−; AID-tg 622 − − − − + + + + nd − − − Kmt2d−/−; AID-tg 1910 + − + + + +/− + int nd − − − Kmt2d−/−; AID-tg 2110 + low + low + + + low nd − − − Kmt2d−/−; AID-tg 19113 − − − + + low + + nd − − − −, negative +, positive low, low positive int, intermedia nd, not determined

SUPPL TABLE 3 Downregulated genes in FL subjects with KMT2D mutations and B220+ lymphoma cells from vav-BCL2 mice with Kmt2d knockdown Downreuglated genes in FL subjects with KMT2D mutations hgnc_symbol ensembl pvalue log2FoldChange baseMean HOOK1 ENSG00000134709 6.28E−08 −2.606026655 706.7347038 KLF11 ENSG00000172059 9.53E−07 −2.370164524 909.6064188 HSPA1A ENSG00000204389 4.20E−06 −2.401910925 5976.573103 GATA3 ENSG00000107485 5.72E−06 −2.242672978 56.00309097 HSPA1B ENSG00000204388 5.84E−06 −2.217373949 22492.80402 RARG ENSG00000172819 1.18E−05 −1.311486444 271.3112 PMEPA1 ENSG00000124225 1.68E−05 −2.129472956 653.6239975 LDOC1L ENSG00000188636 2.29E−05 −2.02552378 117.4697088 GAS7 ENSG00000007237 2.57E−05 −1.966175677 227.0592444 SLC12A7 ENSG00000113504 3.52E−05 −1.894448891 352.2864915 HSF5 ENSG00000176160 4.15E−05 −1.982160205 199.2051362 ENSG00000244620 6.98E−05 −2.074107287 73.26705493 FBLN2 ENSG00000163520 7.03E−05 −1.938154167 152.8460752 DNAJB1 ENSG00000132002 7.44E−05 −1.725961423 84153.89323 FSCN1 ENSG00000075618 0.000139244 −1.492263287 648.6603338 LGMN ENSG00000100600 0.000141125 −1.851330386 598.6973801 ZBTB32 ENSG00000011590 0.000160118 −1.653053877 191.3119358 CADM1 ENSG00000182985 0.000165012 −1.937632766 280.200564 INSR ENSG00000171105 0.00016601 −1.775591642 122.2444057 TOX2 ENSG00000124191 0.000175472 −1.935813853 280.5918922 EPHA4 ENSG00000116106 0.000258582 −1.855175751 109.5839998 JUP ENSG00000173801 0.000268424 −1.486993433 2295.612852 DIP2B ENSG00000066084 0.000312881 −0.709884398 4475.311588 DFNB31 ENSG00000095397 0.000317896 −1.469110018 169.2763435 TNRC6C ENSG00000078687 0.00031964 −1.485288921 931.1163257 KLF3 ENSG00000109787 0.000340936 −1.664604344 730.5146987 IGHV1-24 ENSG00000211950 0.000366089 −1.848397032 202.089348 CCR7 ENSG00000126353 0.000373795 −1.658934272 1849.86227 SELF ENSG00000174175 0.000392464 −1.640301592 112.0636809 IGHV5-51 ENSG00000211966 0.000447991 −1.757680571 630.4949681 CSF1 ENSG00000184371 0.000487984 −1.732989273 92.5838862 C10orf128 ENSG00000204161 0.000489472 −1.599042647 684.3551232 CELF2-AS1 ENSG00000181800 0.000553244 −1.404190481 76.7017806 MB21D1 ENSG00000164430 0.000588397 −0.867517431 1248.833364 PLBD1 ENSG00000121316 0.000610453 −1.691797845 73.5238732 PRKAG2 ENSG00000106617 0.000614037 −1.542477676 370.9465921 BTBD19 ENSG00000222009 0.000614118 −1.281490271 238.8069845 MYO15B ENSG00000266714 0.000629424 −1.581909602 5175.793929 SERPINB9 ENSG00000170542 0.000674352 −1.058396243 4643.215211 SELL ENSG00000188404 0.000702888 −1.195693157 15709.3632 GGT7 ENSG00000131067 0.000715818 −1.605322203 409.1227928 PTGR1 ENSG00000106853 0.000718652 −1.717406138 38.73941355 HSPA6 ENSG00000173110 0.000733966 −1.781914772 5397.603654 CTSW ENSG00000172543 0.000751669 −1.188254629 74.82128206 NRROS ENSG00000174004 0.000756384 −1.55748082 423.7121647 KLHL29 ENSG00000119771 0.000756525 −1.418125515 406.3435128 PDCD1 ENSG00000188389 0.000766331 −1.622870799 61.43230126 LTBP3 ENSG00000168056 0.000767411 −1.231417808 1416.607314 SNX9 ENSG00000130340 0.000769685 −1.487982352 1176.107246 CLNK ENSG00000109684 0.000802396 −1.7229022 1927.054381 HS3ST1 ENSG00000002587 0.000822461 −1.610432857 573.5306956 MVB12B ENSG00000196814 0.000857942 −1.53314016 193.7879193 SDK2 ENSG00000069188 0.000915363 −1.660615152 881.4188107 HSPA7 ENSG00000225217 0.000920588 −1.696494557 586.6180212 IGHG3 ENSG00000211897 0.000951943 −1.494874772 2906.414024 NA ENSG00000182909 0.00111216 −1.032777566 80.71002825 MED13L ENSG00000123066 0.001188338 −0.658233094 6649.698973 ZC3HAV1 ENSG00000105939 0.001240794 −0.726893259 13880.41689 CDYL ENSG00000153046 0.001283033 −0.683945294 1556.132604 ERRFI1 ENSG00000116285 0.001290286 −1.296969393 79.33536462 PREX1 ENSG00000124126 0.001342103 −1.588815424 2323.837504 SOCS3 ENSG00000184557 0.001353499 −1.341546299 2872.511726 COL9A3 ENSG00000092758 0.001360053 −1.629672474 382.5054064 IL7R ENSG00000168685 0.001420076 −1.482575543 49.01257605 TNFRSF1B ENSG00000028137 0.001452244 −1.49147337 961.3391172 NA ENSG00000197701 0.001484156 −1.607546481 939.2321272 PLCH2 ENSG00000149527 0.001509958 −1.382678088 537.582655 SLC37A2 ENSG00000134955 0.001555573 −1.528370771 96.52147424 CALHM2 ENSG00000138172 0.0015569 −1.248271638 431.2546323 ARID3A ENSG00000116017 0.001558929 −1.347961842 541.910903 NLRP7 ENSG00000167634 0.001562051 −1.600107604 104.7830301 DOK2 ENSG00000147443 0.001575767 −1.616930201 236.5509308 ZNF433 ENSG00000197647 0.001607769 −1.005493262 207.8991903 AHDC1 ENSG00000126705 0.001646654 −1.275105058 510.3285749 SNAI1 ENSG00000124216 0.001742307 −1.221692456 869.9016096 KLF4 ENSG00000136826 0.00174801 −1.478876785 2119.99914 IGHV3-11 ENSG00000211941 0.001783889 −1.594447265 170.8703115 LRRC56 ENSG00000161328 0.001798764 −1.057658253 359.108889 EGR3 ENSG00000179388 0.001804274 −1.43261652 5883.571467 ENSG00000264781 0.001826948 −1.649283356 170.1717937 MTMR12 ENSG00000150712 0.001842663 −0.656343035 5496.286669 ENSG00000212371 0.001954581 −1.379710068 178.3533953 IGKVI-9 ENSG00000241755 0.002107246 −1.539916047 62.00709916 HLX ENSG00000136630 0.002123136 −1.522513001 125.2251883 GPR132 ENSG00000183484 0.002136375 −1.333499997 1024.258188 KAZALD1 ENSG00000107821 0.002335779 −1.30357649 59.17193049 IGKV3-11 ENSG00000241351 0.002343156 −1.477833276 306.3712762 PLK3 ENSG00000173846 0.002350355 −0.726482468 3365.839368 ENSG00000233874 0.00237089 −0.555137641 91.38616381 IGKVI-16 ENSG00000240864 0.002430561 −1.569526749 104.1648362 AXIN2 ENSG00000168646 0.002485382 −1.567904975 156.6789534 ARRDC4 ENSG00000140450 0.002504073 −1.559261551 496.355505 IFITM2 ENSG00000185201 0.002665645 −0.93144556 1518.133196 ZMYND11 ENSG00000015171 0.002692508 −0.847938071 2071.931908 C1orf115 ENSG00000162817 0.0027265 −1.577717726 302.0243169 BAG3 ENSG00000151929 0.002741882 −1.331103564 3203.394329 LINC00963 ENSG00000204054 0.002761605 −1.425780833 81.76453826 NMT2 ENSG00000152465 0.00278311 −0.791688205 212.9669998 ARHGEF5 ENSG00000050327 0.00279243 −1.567143123 45.57794457 ENSG00000268015 0.002927409 −0.958910746 48.45373821 CACNA1A ENSG00000141837 0.002955696 −1.304419472 288.897533 CHORDC1 ENSG00000110172 0.002962833 −0.985695148 9769.159506 CD274 ENSG00000120217 0.003021799 −1.162072546 101.4330369 RN7SK ENSG00000202198 0.003047549 −1.226467906 1893.629558 HMOX1 ENSG00000100292 0.003249469 −1.262052669 705.3677841 RAB34 ENSG00000109113 0.003362995 −1.456135048 372.0656921 IGHV3-49 ENSG00000211965 0.003409312 −1.499872487 154.1956644 ENSG00000260077 0.003412572 −1.518147581 50.06376417 IL27RA ENSG00000104998 0.003479438 −0.951994149 1270.998213 SQSTM1 ENSG00000161011 0.003515455 −0.52215924 5545.646248 CLCN7 ENSG00000103249 0.003584541 −0.672514959 6413.100849 JAM3 ENSG00000166086 0.00361224 −1.283885068 429.7201065 SYCE2 ENSG00000161860 0.003695917 −0.646980558 86.46650367 PARP14 ENSG00000173193 0.003720935 −0.896192383 15218.57649 PATL2 ENSG00000229474 0.003819702 −0.907410449 1715.947542 SIK3 ENSG00000160584 0.003872304 −0.531970885 5416.305576 PELI3 ENSG00000174516 0.003885214 −0.74178842 185.2758224 RNF130 ENSG00000113269 0.003918125 −1.331353855 341.1860825 SUFU ENSG00000107882 0.004023752 −0.541831939 1059.354877 FBXW4 ENSG00000107829 0.004249071 −0.475495941 4387.838616 FAM43A ENSG00000185112 0.004346381 −1.044728963 2305.832956 CAMKK1 ENSG00000004660 0.004375984 −1.052154902 293.0369706 SPG20 ENSG00000133104 0.004413395 −1.467249269 560.3494788 PRDM1 ENSG00000057657 0.004443008 −1.374809739 739.5559853 ENSG00000203362 0.004568927 −0.843026285 46.85485639 SESTD1 ENSG00000187231 0.004633775 −0.820078329 2728.772328 IGHV1-2 ENSG00000211934 0.004641079 −1.43870881 298.5982172 FGR ENSG00000000938 0.004657393 −1.390733538 1256.254801 SNORD3A ENSG00000263934 0.004887424 −1.397721152 178.4536263 C110rf85 ENSG00000168070 0.004903994 −1.480483334 65.77374793 NABP1 ENSG00000173559 0.004978121 −0.976766388 2382.127912 ENSG00000263606 0.004998783 −0.650360155 519.9027944 ENSG00000267216 0.00500429 −0.678572327 51.57936185 PKD1 ENSG00000008710 0.005009649 −0.487782388 3879.783724 PLAUR ENSG00000011422 0.005024536 −1.196117419 53.72817587 RYKP1 ENSG00000263219 0.005094108 −0.824682147 45.57856763 PIEZO1 ENSG00000103335 0.005101844 −1.364610047 1469.392301 RILPL2 ENSG00000150977 0.005106538 −0.76331206 1848.624506 GPX1 ENSG00000233276 0.005196913 −0.851218057 2568.928957 TCF7 ENSG00000081059 0.005236157 −1.067454918 406.4773948 SMG1P3 ENSG00000180747 0.00525927 −0.678554114 645.4986796 NAALAD2 ENSG00000077616 0.005356353 −0.821532871 269.397953 CD7 ENSG00000173762 0.005444962 −1.408884263 43.76833236 HPS1 ENSG00000107521 0.005557405 −0.387824182 10154.93153 LY6E ENSG00000160932 0.005655379 −1.376047788 961.3049692 IGLV1-40 ENSG00000211653 0.005660673 −1.214471175 166.1517526 CDC42EP4 ENSG00000179604 0.005801027 −1.188779076 52.43855765 ACSS2 ENSG00000131069 0.005807684 −1.19132702 102.8866055 CD72 ENSG00000137101 0.005834777 −0.959280191 14157.69454 GDF11 ENSG00000135414 0.005876632 −0.898791037 275.7392487 ITGA5 ENSG00000161638 0.005912479 −1.388670037 91.36828002 XAB2 ENSG00000076924 0.005961575 −0.296193042 5034.424651 TNFRSF13B ENSG00000240505 0.006175912 −1.388276609 1211.91348 ENSG00000265517 0.00621176 −1.372646918 223.6550471 CCND1 ENSG00000110092 0.006298205 −0.994997881 231.3684014 GRK6P1 ENSG00000215571 0.006379697 −0.595153742 98.31827799 TLE1P1 ENSG00000228158 0.006431417 −1.398792453 137.465281 PTPRK ENSG00000152894 0.006442566 −1.370200204 570.8393436 IGHV3-21 ENSG00000211947 0.006499833 −1.357188874 264.2493277 SERPINB6 ENSG00000124570 0.006546525 −1.313945181 603.0642676 RNF125 ENSG00000101695 0.006701709 −1.357384629 198.4843949 UST ENSG00000111962 0.006816397 −1.299257377 360.1798649 ZNF492 ENSG00000229676 0.006833281 −1.428684519 47.4562949 TECR ENSG00000099797 0.006833706 −0.828520855 2142.475421 ARIDSA ENSG00000196843 0.006839714 −0.783748744 3670.977783 RNF43 ENSG00000108375 0.006882135 −1.165735136 114.2890116 TBXAS1 ENSG00000059377 0.007065814 −1.316926216 157.1527074 GPAT2 ENSG00000186281 0.007110011 −1.38613601 49.83170129 DUSP6 ENSG00000139318 0.007126128 −0.887185222 4858.862542 TNFSF12 ENSG00000239697 0.007145773 −1.121247896 473.6690034 ENSG00000237938 0.007215338 −0.850937628 69.13874639 SCML2 ENSG00000102098 0.007224749 −1.415022461 57.49995465 IL6 ENSG00000136244 0.007334792 −1.205049967 1759.424118 ARNTL ENSG00000133794 0.007378966 −0.969262593 1525.822384 ENSG00000245017 0.007407381 −0.853435557 44.25613498 NA ENSG00000251606 0.007422564 −1.283536115 76.81784924 IRAK2 ENSG00000134070 0.007680771 −0.927445761 1868.408049 ENSG00000263751 0.007703752 −1.404398383 171.9567079 ADAT3 ENSG00000213638 0.007712794 −0.614234878 40.82795355 NA ENSG00000174194 0.007729464 −0.712977978 138.7163078 PARP15 ENSG00000173200 0.007811301 −1.174499508 9328.897754 THRA ENSG00000126351 0.007897511 −0.865052788 296.1160371 ST6GALNAC3 ENSG00000184005 0.007909181 −1.358396716 42.35874597 HHEX ENSG00000152804 0.007916049 −0.836242478 6494.896917 JUNB ENSG00000171223 0.007985014 −0.749184467 62245.27361 ESAM ENSG00000149564 0.008104033 −1.15466855 306.7436799 ENSG00000230076 0.008137058 −0.629438838 442.5234279 NDRG2 ENSG00000165795 0.008173915 −1.236563446 98.69135497 ENSG00000261207 0.008227809 −0.922712128 106.6976694 SLCO4A1 ENSG00000101187 0.008472558 −1.322724118 143.3655277 NAB2 ENSG00000166886 0.008502231 −0.766644034 1608.845189 MYRIP ENSG00000170011 0.008800867 −1.38450835 40.53691189 MLF1 ENSG00000178053 0.009016763 −1.366785254 77.73280177 IGKV1-8 ENSG00000240671 0.009100048 −1.2828098 69.70373344 IL15RA ENSG00000134470 0.009238207 −0.936494606 214.7324397 C10orf32 ENSG00000166275 0.009274214 −0.488659858 929.204537 HSPG2 ENSG00000142798 0.009498091 −1.307391609 67.64690145 ENSG00000260521 0.009553421 −0.515066012 1924.570674 RPL19P21 ENSG00000230508 0.009626061 −0.858190511 205.8398479 KLF9 ENSG00000119138 0.009834837 −1.088107119 1673.680535 CSF1R ENSG00000182578 0.009881442 −0.781550933 91.52630848 HES6 ENSG00000144485 0.00993007 −1.139381237 176.4842882 HSPE1 ENSG00000115541 0.010061733 −0.83502009 2773.999223 ENSG00000217801 0.010142748 −1.201413301 162.9180178 KRT8P50 ENSG00000260799 0.010200039 −0.745914217 40.24249239 HSP90AA1 ENSG00000080824 0.010324636 −0.810978127 166583.0975 ZNF677 ENSG00000197928 0.010552071 −1.327290514 86.69821157 TCP1 ENSG00000120438 0.010648019 −0.585688181 11059.68746 HSP90AB2P ENSG00000205940 0.010693579 −0.646087199 555.9836404 NOXA1 ENSG00000188747 0.010804546 −1.144873547 570.2339145 GDPGP1 ENSG00000183208 0.010844745 −0.481764667 130.1386326 IGLV7-43 ENSG00000211652 0.010853388 −1.164768667 41.44311137 MORN1 ENSG00000116151 0.010935368 −0.865462547 166.7716055 ENSG00000266706 0.010954896 −1.34572516 133.5281503 IGLV2-14 ENSG00000211666 0.011049827 −1.159262864 147.920407 RNY1P16 ENSG00000199933 0.011113381 −0.993415692 53.30064432 MAN2A2 ENSG00000196547 0.011123908 −0.67989203 6355.79058 ENSG00000234750 0.011200454 −0.966241286 41.04084603 FRAT1 ENSG00000165879 0.011370555 −0.501404353 1228.096356 CCDC113 ENSG00000103021 0.011493114 −1.051968416 80.64716993 CRAT ENSG00000095321 0.011494857 −1.263462911 193.767124 PI4K2A ENSG00000155252 0.011521642 −0.631058792 1899.479914 IGHV3-13 ENSG00000211942 0.011539003 −1.30098874 53.93412894 CHPT1 ENSG00000111666 0.011550456 −0.618869384 2254.916593 APOD ENSG00000189058 0.011572134 −1.232696043 195.6866898 TRPM2 ENSG00000142185 0.011642077 −1.279229136 350.1801288 ATN1 ENSG00000111676 0.011763253 −0.959922214 4620.846114 CUBN ENSG00000107611 0.011839579 −1.038946745 337.6392211 CLEC17A ENSG00000187912 0.011850053 −1.065950296 4117.56126 ENSG00000226915 0.011950717 −0.717010124 106.8592618 ANXA4 ENSG00000196975 0.012046453 −1.222438866 671.3293009 BCAS1 ENSG00000064787 0.012100929 −1.11821548 318.6914879 CRTC3 ENSG00000140577 0.012135728 −0.796529357 2857.465993 TLE1 ENSG00000196781 0.012156023 −1.315249851 951.6040937 SNORD64 ENSG00000270704 0.012340205 −0.976689672 46.5993745 MRPL18 ENSG00000112110 0.012391051 −0.531437021 2477.98452 CD5 ENSG00000110448 0.012428311 −1.207098153 114.9373747 HSPA2 ENSG00000126803 0.012555351 −1.184832125 573.2886948 SLC25A28 ENSG00000155287 0.012587065 −0.540945388 4196.766933 EFCAB12 ENSG00000172771 0.012696544 −0.944380622 874.7597314 ELL ENSG00000105656 0.012718151 −0.47608329 1528.60021 ENSG00000266408 0.012749697 −1.255563897 163.6684072 PDLIM1P1 ENSG00000270788 0.012768889 −1.111097815 40.22381041 SIRPB1 ENSG00000101307 0.012827767 −1.285673684 257.1286648 TMPPE ENSG00000188167 0.01293819 −0.594812226 227.9648767 FSIP2 ENSG00000188738 0.013106601 −1.261574775 182.1930909 ENSG00000259363 0.013293063 −1.089505882 73.1916989 NA ENSG00000271738 0.013337744 −1.010575242 105.2468375 IGLV2-11 ENSG00000211668 0.013360593 −1.261924075 93.33711656 RPS6KL1 ENSG00000198208 0.013384424 −1.017349154 232.6989824 ENSG00000260051 0.013395157 −0.856098969 173.7458631 C17orf51 ENSG00000212719 0.013501487 −1.033206873 117.9556452 FLNA ENSG00000196924 0.013528771 −0.80118106 12729.56122 APCDD1 ENSG00000154856 0.013768831 −1.204136495 48.51628979 ZNF57 ENSG00000171970 0.013890307 −0.904575927 160.6008636 NFATC3 ENSG00000072736 0.013952989 −0.592538936 5030.012426 HSPD1 ENSG00000144381 0.014079291 −0.834656504 16542.34288 RGMB ENSG00000174136 0.014121423 −0.969031231 816.7904819 ENSG00000265612 0.01424417 −1.273655611 181.195624 HSP90AA2P ENSG00000224411 0.014273528 −0.809563115 9517.453407 ANXA1 ENSG00000135046 0.014359378 −1.186019182 66.98079353 ENSG00000231434 0.014402849 −0.820539972 703.996571 PDCD11 ENSG00000148843 0.014512013 −0.393152452 4084.309393 ERICH6-AS1 ENSG00000240137 0.014533272 −0.858461816 77.02174085 MAPK8IP3 ENSG00000138834 0.014598676 −0.678645373 21935.24166 CHL1 ENSG00000134121 0.014607331 −1.256049708 2873.305448 DOPEY2 ENSG00000142197 0.014615774 −0.812167024 3098.701088 DEDD2 ENSG00000160570 0.014620194 −0.755969098 8743.643667 RP9P ENSG00000205763 0.014658921 −1.20680086 60.63961666 NA ENSG00000248835 0.014718481 −0.462671362 319.4248328 SIPA1 ENSG00000213445 0.014762347 −0.533353162 15191.76327 UTRN ENSG00000152818 0.014801752 −0.847065271 6079.33611 FHL1 ENSG00000022267 0.014896032 −1.097678174 65.31473023 LDOC1 ENSG00000182195 0.014902289 −1.284149894 182.101876 TMEM173 ENSG00000184584 0.015038176 −1.131433361 47.81961483 IGHV4-59 ENSG00000224373 0.015071556 −1.159388204 141.0175931 PDLIM7 ENSG00000196923 0.015131305 −0.732939801 1290.000033 ZKSCAN3 ENSG00000189298 0.015291931 −0.361461407 620.9615611 STARD5 ENSG00000172345 0.015316097 −0.619180438 1471.911204 EPHB1 ENSG00000154928 0.015562346 −1.261887238 1051.26415 PRR5 ENSG00000186654 0.015724868 −1.267072882 50.94493953 FBXO6 ENSG00000116663 0.015924967 −0.810615078 444.2864148 IGKV1-12 ENSG00000243290 0.015947631 −1.148121859 41.73155506 IFFO2 ENSG00000169991 0.016114377 −1.019836834 1365.794226 ZNF703 ENSG00000183779 0.016228734 −1.114062663 208.5500355 TBC1D27 ENSG00000128438 0.016513844 −1.22934711 1401.307749 TCTEX1D4 ENSG00000188396 0.016652488 −0.938040149 41.17765798 MSX1 ENSG00000163132 0.016718997 −1.251394405 156.5782407 NLRP6 ENSG00000174885 0.016726927 −1.098990167 54.41473605 IGHV1-46 ENSG00000211962 0.016729207 −1.188249692 92.1533394 CERS6 ENSG00000172292 0.016774947 −1.223816963 194.38565 TMEM8B ENSG00000137103 0.017062675 −0.533310732 1237.689541 SNORA20 ENSG00000207392 0.017068628 −0.886575436 59.40897376 NA ENSG00000174111 0.017122423 −0.638358286 321.2116424 TLR4 ENSG00000136869 0.017140445 −1.201233838 518.7400472 SCML1 ENSG00000047634 0.017243146 −1.250568353 435.2201969 AMOT ENSG00000126016 0.017253164 −1.13474413 273.9477046 SH3RF3 ENSG00000172985 0.017309234 −1.185269628 54.67603133 CHN2 ENSG00000106069 0.017501618 −1.253695566 691.5220056 RRAGD ENSG00000025039 0.017838901 −1.030968477 193.3427167 GNE ENSG00000159921 0.017928242 −0.419064032 2274.374385 CD19 ENSG00000177455 0.018308888 −0.509899627 33891.93637 TNNT3 ENSG00000130595 0.01850668 −0.936756888 98.14925769 ITGB7 ENSG00000139626 0.018815613 −0.966572825 5215.626484 CIB1 ENSG00000185043 0.018830561 −0.479005766 6788.374752 ENSG00000264469 0.018884791 −0.69481884 236.3138535 GPD1 ENSG00000167588 0.018936182 −0.643883077 98.13013357 GRAP2 ENSG00000100351 0.019209399 −1.194004512 71.49612787 SLC12A8 ENSG00000221955 0.019220746 −1.005503819 96.32113805 TOR4A ENSG00000198113 0.01929589 −0.808531582 665.5792394 ENSG00000228143 0.019532879 −0.853784472 41.80405943 IGKV1-27 ENSG00000244575 0.019621737 −1.165439195 85.18834223 MAP1A ENSG00000166963 0.01975222 −1.022125996 423.4757321 IRF1 ENSG00000125347 0.020115773 −0.668801439 10626.68444 TGM2 ENSG00000198959 0.020407851 −1.133547932 258.9611168 DCBLD2 ENSG00000057019 0.020448429 −1.216961212 46.60052254 BANK1 ENSG00000153064 0.020618461 −0.511113901 35631.35192 TCFL5 ENSG00000101190 0.020743562 −0.636180545 742.9839979 PNMAL1 ENSG00000182013 0.020787187 −1.161353538 48.04038577 TYMP ENSG00000025708 0.020939726 −0.811615728 1226.980696 ENSG00000227176 0.02098221 −0.911402431 53.9165327 FAM90A1 ENSG00000171847 0.02099384 −0.983626669 56.16716739 CDH13 ENSG00000140945 0.021029805 −1.136767259 40.29529628 CARD9 ENSG00000187796 0.021117524 −0.995073783 217.5525363 ENSG00000227359 0.021229996 −1.126016678 45.80711325 ENSG00000215154 0.021424781 −0.682289565 85.62623181 MTND2P28 ENSG00000225630 0.021531275 −1.075526849 288.2213016 BTBD3 ENSG00000132640 0.021580741 −1.18368154 71.15113667 FAM46C ENSG00000183508 0.021625756 −0.771754908 18720.49254 ARRDC5 ENSG00000205784 0.021800878 −1.016204994 72.36016585 SPATA6 ENSG00000132122 0.021823805 −1.214065055 62.45963769 ATP2B4 ENSG00000058668 0.022049182 −1.140421472 444.0579454 KIAA0125 ENSG00000226777 0.022107671 −1.15660731 661.657367 MYBPC2 ENSG00000086967 0.022111096 −0.967889346 393.5371292 C21orf140 ENSG00000222018 0.022148374 −0.828459219 47.59763205 SYNPO ENSG00000171992 0.022195358 −1.090259999 813.8920424 CA11 ENSG00000063180 0.022222987 −0.873093888 272.5468224 CNKSR2 ENSG00000149970 0.022242361 −1.071050097 996.362537 NINJ1 ENSG00000131669 0.022262221 −1.014629363 922.4266601 PIK3R4 ENSG00000196455 0.022351509 −0.369837388 2652.545308 SNORD14E ENSG00000200879 0.022388624 −0.759407038 462.5671564 PKN3 ENSG00000160447 0.022424372 −0.896253018 506.0252494 STK10 ENSG00000072786 0.02244301 −0.398798107 12049.32294 FAM213A ENSG00000122378 0.022836876 −0.757713935 506.3941194 IKZF1 ENSG00000185811 0.022841952 −0.412822476 23021.15871 PDGFRB ENSG00000113721 0.022870116 −1.065747545 61.41169631 GTPBP1 ENSG00000100226 0.022882485 −0.347002526 5962.246064 SCARNA21 ENSG00000252835 0.02301958 −0.979527529 54.59687538 BATF2 ENSG00000168062 0.023059478 −1.097151916 90.58658659 CD48 ENSG00000117091 0.023196459 −0.76188096 8329.524048 IGLV2-23 ENSG00000211660 0.023311434 −1.118587022 139.7149559 HSPB1 ENSG00000106211 0.023530229 −1.13167149 2233.454021 PODXL2 ENSG00000114631 0.023645662 −1.035746757 648.2074529 LDB1 ENSG00000198728 0.023656708 −0.434590018 7288.490979 SLC18B1 ENSG00000146409 0.023699892 −0.760350324 855.7405937 PLXND1 ENSG00000004399 0.023890109 −0.974891276 864.1082873 SDC4 ENSG00000124145 0.023935312 −1.155656524 484.0291519 TBX21 ENSG00000073861 0.023971334 −0.979969137 244.8584004 IGHV3-15 ENSG00000211943 0.024006111 −1.073020891 159.2467412 KCNG1 ENSG00000026559 0.024079196 −1.175195855 71.21895559 IFIT2 ENSG00000119922 0.024080414 −0.79047955 3508.199757 PLCB2 ENSG00000137841 0.024134149 −0.647318237 8241.957018 FAR2P2 ENSG00000178162 0.024243235 −1.083516578 332.3887502 KHDRBS2 ENSG00000112232 0.024245578 −1.183892663 120.1829082 METRN ENSG00000103260 0.024364815 −0.700828677 226.6386241 DUSP3 ENSG00000108861 0.024505009 −0.714683152 964.0530077 DDAH2 ENSG00000213722 0.024520179 −0.72889651 1379.478662 RBM17P4 ENSG00000259585 0.024594336 −0.351613097 159.5923786 ZNF267 ENSG00000185947 0.024634397 −0.501381917 2596.404339 IGHV3-48 ENSG00000211964 0.024725303 −1.143943773 171.5860897 ZNF597 ENSG00000167981 0.02473649 −0.957524502 542.7136742 PHF20 ENSG00000025293 0.024809101 −0.252735525 4441.204806 KLHL25 ENSG00000183655 0.024899764 −0.541812203 173.0940416 MYOM1 ENSG00000101605 0.024935569 −0.743892948 659.6661694 RABEP2 ENSG00000177548 0.025051723 −0.466575911 8983.660561 NUMBL ENSG00000105245 0.025063835 −0.512635726 695.6593648 DSE ENSG00000111817 0.025097389 −0.91952286 625.4506096 IGHV2-26 ENSG00000211951 0.025118403 −0.98558931 50.00836084 NFRKB ENSG00000170322 0.02514458 −0.285763143 3387.403527 PTCHD2 ENSG00000204624 0.025304818 −1.100355729 62.4863163 RILP ENSG00000167705 0.025416055 −0.600578964 109.3833789 ENSG00000269896 0.025440795 −0.877356158 177.7866638 ALOX15 ENSG00000161905 0.02552522 −1.102847588 122.0581344 DKK1 ENSG00000107984 0.025619909 −1.181142246 41.77606574 ENSG00000233597 0.025835654 −0.750499917 144.0436501 KLF2 ENSG00000127528 0.025871361 −0.677178429 22016.7369 SIK1 ENSG00000142178 0.025945818 −0.906324575 68402.83126 NEIL2 ENSG00000154328 0.026041419 −0.678441789 701.1145322 ENSG00000233028 0.026047896 −0.747664693 165.6573677 MYO1F ENSG00000142347 0.026107467 −1.102330974 474.2062267 MYO5B ENSG00000167306 0.02612698 −1.086714941 57.69740462 FAM129C ENSG00000167483 0.026440782 −0.713921141 21002.88114 FAM69B ENSG00000165716 0.026458923 −0.807096159 152.8128786 CPM ENSG00000135678 0.026459213 −1.045619258 125.5256103 SKI ENSG00000157933 0.026694256 −0.784390029 1493.096729 CLMN ENSG00000165959 0.026778966 −1.022945471 763.1112578 ENSG00000258733 0.026903358 −0.963759035 88.5244254 LGALS3BP ENSG00000108679 0.026903661 −1.03448771 407.4829786 PLTP ENSG00000100979 0.027089295 −0.86262273 160.7073169 ALDOC ENSG00000109107 0.027407162 −0.705658636 1369.69727 WDR81 ENSG00000167716 0.027461234 −0.580517147 4867.117434 ENSG00000244480 0.027508668 −0.619413673 108.922964 SYNGR1 ENSG00000100321 0.027565078 −0.919114562 1413.994046 NKG7 ENSG00000105374 0.02770669 −0.915811135 38.48480891 SH3BGR ENSG00000185437 0.027900178 −0.625091 47.53933385 ENSG00000270442 0.027942198 −0.558009866 58.26058264 CACFD1 ENSG00000160325 0.028100598 −0.611212486 943.356209 NEAT1 ENSG00000245532 0.028125571 −0.664301549 21998.08567 ZSCAN31 ENSG00000235109 0.02824106 −0.700936189 61.94573732 WDFY1 ENSG00000085449 0.028318021 −0.45272126 4749.323481 ARSD ENSG00000006756 0.028371393 −1.078338413 79.69941964 LINC00884 ENSG00000233058 0.028655818 −0.779689819 41.77406133 CYB5RL ENSG00000215883 0.028796359 −0.480385523 326.0419821 IFI30 ENSG00000216490 0.028889607 −0.861232978 586.8956869 RPS15AP40 ENSG00000233921 0.029184009 −0.657117578 71.10198154 NRARP ENSG00000198435 0.029202336 −0.944582958 904.0486298 CD2 ENSG00000116824 0.02951878 −1.148674702 52.69369994 AFF1 ENSG00000172493 0.029522721 −0.820964101 2053.189617 CKAP4 ENSG00000136026 0.029890309 −0.998370867 482.1952569 CELSR3 ENSG00000008300 0.030320353 −0.943170934 567.8092691 CD69 ENSG00000110848 0.030352174 −0.824052158 125525.2147 KREMEN2 ENSG00000131650 0.03093099 −1.040851881 303.5627628 GLTSCR2 ENSG00000105373 0.031020656 −0.428803354 17703.00275 ENSG00000182574 0.03106349 −0.760489093 48.42077363 WIPF2 ENSG00000171475 0.031219271 −0.345258424 5873.987233 ZFYVE27 ENSG00000155256 0.031224253 −0.322528945 5618.218826 IGHV1-3 ENSG00000211935 0.03132182 −1.050139337 84.73989246 DPP7 ENSG00000176978 0.031365163 −0.416176546 10119.77943 ENSG00000265714 0.031388897 −1.110696926 178.2894238 CSGALNACT1 ENSG00000147408 0.031490456 −1.092553024 181.502698 FBXL15 ENSG00000107872 0.031877287 −0.427693864 660.2233671 ADAP2 ENSG00000184060 0.031942642 −0.670802085 777.6831187 CCDC144NL-AS1 ENSG00000233098 0.031965708 −1.131294411 104.9278031 VDR ENSG00000111424 0.032062003 −1.116989092 764.438711 HSPH1 ENSG00000120694 0.032417519 −0.836036183 37131.89193 LAMP3 ENSG00000078081 0.03243215 −1.002698583 401.7316037 ADAM8 ENSG00000151651 0.032453368 −0.77466405 3725.033253 VWA7 ENSG00000204396 0.03251523 −0.933578055 48.74599777 PLEKHG4 ENSG00000196155 0.032659111 −0.924447286 86.042865 PGAP3 ENSG00000161395 0.032668618 −0.424053351 1319.056036 HSP90AB1 ENSG00000096384 0.032752592 −0.557921944 106947.8432 OAT ENSG00000065154 0.03279342 −0.707895618 3547.950083 C10orf76 ENSG00000120029 0.032824503 −0.415153356 4550.945215 BPGM ENSG00000172331 0.032955289 −0.683577542 1577.295769 NR4A2 ENSG00000153234 0.032985333 −0.931532486 31536.93308 PHTF1 ENSG00000116793 0.033376285 −0.483419061 1633.776673 SEMA3B ENSG00000012171 0.033394342 −0.885056535 90.80456692 TRPV3 ENSG00000167723 0.033458754 −1.040270095 249.3318062 TGIF1 ENSG00000177426 0.033498727 −1.023714282 3928.642239 RAB20 ENSG00000139832 0.033651418 −1.111274053 50.53392861 ENSG00000237989 0.034529095 −1.027494773 1108.405343 DNAJA1 ENSG00000086061 0.03462001 −0.653604105 48893.6446 SLC16A5 ENSG00000170190 0.03470936 −1.059949347 145.7113355 EEF1A1P13 ENSG00000250182 0.034785565 −0.491604877 6606.241509 SLA2 ENSG00000101082 0.034898423 −1.000028585 97.17387756 IGHV3-7 ENSG00000211938 0.034980627 −0.714466274 322.799965 AASS ENSG00000008311 0.035134334 −1.054848039 191.4758339 MMP17 ENSG00000198598 0.035311394 −1.044396632 358.6460142 ENSG00000260461 0.035351393 −0.591219971 125.5073405 POLL ENSG00000166169 0.03571765 −0.309837119 1887.888278 CCDC102B ENSG00000150636 0.035892782 −0.679114211 55.27593255 FBXO24 ENSG00000106336 0.035899011 −0.686220382 48.04625965 CD44 ENSG00000026508 0.035999501 −0.761054415 11474.22524 RAP2B ENSG00000181467 0.036391863 −0.420652378 2221.716265 TJP3 ENSG00000105289 0.036449432 −0.803301813 63.07905413 CRB2 ENSG00000148204 0.03647401 −0.761576483 356.5059343 PAQR7 ENSG00000182749 0.036503249 −0.750270482 139.3848283 FAM150B ENSG00000189292 0.036647813 −0.951977341 51.31512636 MIR25 ENSG00000207547 0.036676996 −0.662859949 82.3998348 RNF149 ENSG00000163162 0.036737914 −0.411117723 2220.106209 SLC25A30 ENSG00000174032 0.036770547 −0.571260187 1024.53341 TBKBP1 ENSG00000198933 0.036786213 −1.031552962 598.3495595 DNAJA1P3 ENSG00000215007 0.036797241 −0.667026797 821.4598011 HERC1 ENSG00000103657 0.037076957 −0.403058937 8732.618435 NTN1 ENSG00000065320 0.037085164 −0.924474319 85.40276875 SERPINE1 ENSG00000106366 0.037273577 −1.055427988 66.8821918 PLD4 ENSG00000166428 0.03729425 −1.019128192 1806.498631 TRGV4 ENSG00000211698 0.037313512 −0.776234876 104.3255648 FURIN ENSG00000140564 0.037342723 −0.783918495 6054.720588 FAM65A ENSG00000039523 0.037579158 −0.74582307 5572.927206 SPHK1 ENSG00000176170 0.037735568 −0.871859787 65.54749775 LDLRAP1 ENSG00000157978 0.038061603 −0.909970091 117.7267336 ZNF473 ENSG00000142528 0.038233551 −0.394956481 1187.617972 ENSG00000225637 0.038349242 −1.017413232 88.46721738 IL17RA ENSG00000177663 0.038952707 −0.480252097 2007.789839 PGF ENSG00000119630 0.039060982 −0.803900141 70.27778726 FPGT-TNNI3K ENSG00000259030 0.039095308 −0.934364666 78.14747369 IGHJ4 ENSG00000240041 0.039453436 −1.083658923 68.67369071 PAFAH2 ENSG00000158006 0.039631827 −0.336538914 840.1578067 RARA ENSG00000131759 0.039874593 −0.723110759 1419.615028 TNFRSF12A ENSG00000006327 0.039963907 −0.81536304 65.12605032 MTMR3 ENSG00000100330 0.040114051 −0.25893991 5906.828642 NAV2 ENSG00000166833 0.040197798 −1.030034484 73.78288523 COL5A2 ENSG00000204262 0.040249337 −0.7596624 140.940164 TMEM184A ENSG00000164855 0.040323086 −0.776172325 38.78938458 ITPRIP ENSG00000148841 0.040567224 −0.508058835 4532.6864 TELO2 ENSG00000100726 0.040730743 −0.404082659 3714.008493 KLRF1 ENSG00000150045 0.040747352 −1.066119307 97.28848873 ENSG00000173727 0.040759747 −0.837550411 211.6706785 ABLIM2 ENSG00000163995 0.040992961 −1.035135847 67.87364371 FOXN3P1 ENSG00000176318 0.041038045 −0.606526518 62.8319276 ZNF442 ENSG00000198342 0.041067379 −0.703614518 310.356268 ADCY7 ENSG00000121281 0.041262726 −0.418980171 3909.215889 LFNG ENSG00000106003 0.041577258 −0.753545533 974.983984 CTRC ENSG00000162438 0.041988855 −0.780673286 37.71496075 PLAU ENSG00000122861 0.042150006 −0.891823079 42.02881402 FMNL3 ENSG00000161791 0.042164533 −0.433624987 17082.6478 ENSG00000257924 0.042506737 −1.061502409 83.47856494 RASA3 ENSG00000185989 0.042545385 −0.846872986 2470.783708 LINC00996 ENSG00000242258 0.042572771 −1.035550976 116.4294968 IGLV8-61 ENSG00000211638 0.042738443 −1.000732377 99.88302369 PRR5L ENSG00000135362 0.042846835 −1.029804623 74.30085527 CHD7 ENSG00000171316 0.043039725 −0.382248282 10036.08605 RASD1 ENSG00000108551 0.043371868 −0.729662829 100.5060963 ALPL ENSG00000162551 0.043546151 −1.045384778 746.2978616 ZNF14 ENSG00000105708 0.043628376 −0.548291616 938.46441 HERC3 ENSG00000138641 0.043709401 −0.55529592 5095.814568 ALPK2 ENSG00000198796 0.043727694 −1.032704778 43.62858665 C19orf71 ENSG00000183397 0.043838796 −0.46492666 237.8674143 SAFB2 ENSG00000130254 0.043868439 −0.234300485 7831.469912 SLC4A3 ENSG00000114923 0.044069583 −1.01434518 60.38008962 NOTCH1 ENSG00000148400 0.044083672 −0.644278717 4679.644712 HSP90AB3P ENSG00000183199 0.044148842 −0.51016921 10744.85819 RAB24 ENSG00000169228 0.044247504 −0.540769751 306.0746047 IFNAR2 ENSG00000159110 0.044249509 −0.57905528 1277.573042 PHLDB3 ENSG00000176531 0.044278656 −0.525056477 580.3355019 RAB11FIP5 ENSG00000135631 0.044331533 −0.887300755 160.2423971 CD3E ENSG00000198851 0.044355198 −0.98148352 81.81750275 NFKBIZ ENSG00000144802 0.0444216 −0.612527615 15426.39283 CRY1 ENSG00000008405 0.044587701 −1.03683301 59.53112408 UACA ENSG00000137831 0.044626096 −1.054907938 57.94598744 HSPA1L ENSG00000204390 0.044830773 −0.97272724 100.8703761 NA ENSG00000265150 0.044866356 −0.840325803 2852.430192 EPHB6 ENSG00000106123 0.044912739 −0.888922528 741.568143 VASH1 ENSG00000071246 0.044969159 −0.810827913 114.9492951 HEXIM1 ENSG00000186834 0.045075983 −0.709136234 12457.39581 DOK3 ENSG00000146094 0.045190441 −0.508914662 9843.265333 CYSLTR1 ENSG00000173198 0.045294395 −0.811705205 568.8399641 FAM132A ENSG00000184163 0.045296189 −0.721194648 40.87301843 THEMIS2 ENSG00000130775 0.045303311 −0.830338957 1596.292919 APOL3 ENSG00000128284 0.045618869 −0.840043487 1123.986606 HSP90AA4P ENSG00000205100 0.045767914 −0.674038632 124.3280168 COL8A2 ENSG00000171812 0.046004526 −0.791211594 43.2095101 C1R ENSG00000159403 0.046079859 −0.727901518 58.15374921 NA ENSG00000211939 0.04668379 −1.04207084 147.5792767 PARP9 ENSG00000138496 0.04699084 −0.57515454 2703.29381 ENSG00000250155 0.04702265 −0.604993632 289.3496425 CD6 ENSG00000013725 0.047067069 −0.983694236 371.5244664 REPS1 ENSG00000135597 0.047139536 −0.430978364 4074.643438 RGS12 ENSG00000159788 0.047263148 −0.736972691 166.2071664 MFSD1P1 ENSG00000261868 0.047283726 −0.823923501 43.61282406 SIRT1 ENSG00000096717 0.047448513 −0.582715163 7653.279866 RENBP ENSG00000102032 0.047486318 −0.860780685 485.363642 NA ENSG00000198374 0.047529469 −0.837507141 121.7619742 TERF1 ENSG00000147601 0.047580439 −0.251681982 1050.44628 SLC12A6 ENSG00000140199 0.047726963 −0.762319861 1847.516403 SLC2A3P4 ENSG00000254088 0.047864413 −0.826336595 51.67196752 PITPNM3 ENSG00000091622 0.048024601 −0.753384842 51.49363126 WWP2 ENSG00000198373 0.048163726 −0.298834405 6857.522287 ABCD1 ENSG00000101986 0.048378578 −0.497404841 836.1464356 SIGIRR ENSG00000185187 0.04838764 −0.68612648 666.7086672 RNASET2 ENSG00000026297 0.0485324 −0.570442924 5617.148898 ENSG00000223821 0.04860157 −0.83215865 52.43949408 TPM2 ENSG00000198467 0.048744832 −0.961209154 499.096811 APOBR ENSG00000184730 0.048874739 −0.780604669 231.9644076 MPP1 ENSG00000130830 0.04896819 −0.925063824 481.2364463 RIN3 ENSG00000100599 0.048970369 −0.981704754 913.562486 CDKN1A ENSG00000124762 0.049076486 −0.766899361 21148.91718 CDIP1 ENSG00000089486 0.049319306 −0.818503091 456.1616353 FMNL2 ENSG00000157827 0.049491502 −0.91603724 554.9980333 ENO2 ENSG00000111674 0.049505784 −0.691625271 5171.433409 CDKN2D ENSG00000129355 0.049522938 −0.528084154 2363.226701 EFHD2 ENSG00000142634 0.04968295 −0.472111822 7065.929214 ENSG00000260279 0.049795021 −0.663479043 51.31535361 APOL1 ENSG00000100342 0.049815844 −0.870335664 764.5184107 Genes downregulated in B220 positive lymphoma cells from VavPBcl2 sh-Kmt2d tumors vs VavPBcl2-vector tumors gene symbol ensembl pvalue padj log2FoldChange baseMean hgnc_symbol Lpl ENSMUSG00000015568 2.06E−09 5.00E−06 −2.66849639 49.48262037 LPL Rgs1 ENSMUSG00000026358 1.00E−08 1.46E−05 −2.816396672 1073.995217 RGS1 Adrbk2 ENSMUSG00000042249 2.55E−08 2.89E−05 −2.316244258 55.76356027 ADRBK2 Dusp1 ENSMUSG00000024190 2.58E−08 2.89E−05 −2.999263903 2217.251525 DUSP1 Klf4 ENSMUSG00000003032 3.02E−08 3.15E−05 −3.287908872 299.2336182 KLF4 Plk2 ENSMUSG00000021701 4.82E−08 4.39E−05 −2.74328799 217.2694707 PLK2 Rasgrp4 ENSMUSG00000030589 1.88E−07 0.000124988 −1.032147316 92.64153278 RASGRP4 Fosb ENSMUSG00000003545 3.20E−07 0.000180082 −3.477771152 4934.293017 FOSB Pbx1 ENSMUSG00000052534 3.21E−07 0.000180082 −1.610571041 165.32453 PBX1 Asph ENSMUSG00000028207 5.71E−07 0.000297659 −1.477735757 27.67753747 ASPH Wbscr17 ENSMUSG00000034040 1.07E−06 0.000490279 −1.769389326 48.282298 WBSCR17 Scn8a ENSMUSG00000023033 1.38E−06 0.00059403 −1.909292146 204.8407371 SCN8A Clu ENSMUSG00000022037 1.95E−06 0.000749744 −2.124981508 28.97217448 CLU Grin3a ENSMUSG00000039579 2.74E−06 0.001001185 −3.456710374 4.798432678 GRIN3A Marco ENSMUSG00000026390 2.86E−06 0.001019084 −2.757499587 38.88665003 MARCO Adcy6 ENSMUSG00000022994 2.97E−06 0.001032043 −3.225511666 7.175592488 ADCY6 Lilrb4 ENSMUSG00000062593 3.23E−06 0.001096783 −1.307407974 109.1638048 LILRB4 Egr1 ENSMUSG00000038418 3.87E−06 0.00120682 −2.660218304 4879.586708 EGR1 Ppp1r15a ENSMUSG00000040435 3.89E−06 0.00120682 −2.439855766 3085.260647 PPP1R15A Apobr ENSMUSG00000042759 4.44E−06 0.001351529 −1.538778953 37.28736229 APOBR Tns1 ENSMUSG00000055322 4.77E−06 0.001392569 −1.912291852 38.50870665 TNS1 Gramd1b ENSMUSG00000040111 7.65E−06 0.002068562 −1.743407429 141.2322456 GRAMD1B Vwf ENSMUSG00000001930 1.03E−05 0.002633483 −2.382697447 6.738996347 VWF Nod2 ENSMUSG00000055994 1.27E−05 0.003096494 −0.922291646 221.1208057 NOD2 Siglec1 ENSMUSG00000027322 1.32E−05 0.003136553 −2.726949868 15.52301448 SIGLEC1 Itga2b ENSMUSG00000034664 1.39E−05 0.003145765 −1.456121576 28.09287216 ITGA2B Psd2 ENSMUSG00000024347 1.54E−05 0.003304846 −2.125792023 16.96418361 PSD2 Ptp4a1 ENSMUSG00000026064 1.55E−05 0.003304846 −1.976484282 134.8184132 PTP4A1 Pld2 ENSMUSG00000020828 1.58E−05 0.003304846 −1.378714908 94.14783773 PLD2 Slc22a23 ENSMUSG00000038267 1.76E−05 0.003574348 −1.491328389 21.37201334 SLC22A23 Star ENSMUSG00000031574 2.19E−05 0.004142547 −1.653300584 56.74425576 STAR Dock5 ENSMUSG00000044447 2.47E−05 0.004561579 −1.896753351 17.43941047 DOCK5 Ptplad2 ENSMUSG00000028497 2.64E−05 0.004641388 −2.061147475 12.38206067 PTPLAD2 Psd3 ENSMUSG00000030465 3.42E−05 0.005605076 −2.04565605 78.56759814 PSD3 Bgn ENSMUSG00000031375 4.13E−05 0.006613811 −2.297184737 10.41904097 BGN Slc8a1 ENSMUSG00000054640 4.24E−05 0.006613811 −2.446393473 8.712193186 SLC8A1 Nlrp1b ENSMUSG00000070390 4.43E−05 0.006739063 −1.371451662 45.31224194 NLRP1 Csf2rb2 ENSMUSG00000071714 4.71E−05 0.007089168 −1.805202078 44.47042122 CSF2RB Cd69 ENSMUSG00000030156 4.83E−05 0.007114717 −1.697054756 1499.601504 CD69 Sspo ENSMUSG00000029797 5.13E−05 0.007352169 −1.962387251 14.73690907 SSPO Dock4 ENSMUSG00000035954 5.28E−05 0.007408941 −2.088623557 14.33005442 DOCK4 Atf3 ENSMUSG00000026628 5.99E−05 0.007872282 −2.272845585 57.89351011 ATF3 6430548M08Rik ENSMUSG00000031824 6.00E−05 0.007872282 −1.689481524 34.80936177 KIAA0513 Fyco1 ENSMUSG00000025241 6.09E−05 0.007872282 −1.775754791 567.4333134 FYCO1 Gm684 ENSMUSG00000079559 6.22E−05 0.007958499 −2.629265541 30.80289861 COLCA2 Nlgn3 ENSMUSG00000031302 6.81E−05 0.008316188 −1.836724839 13.12952716 NLGN3 Lrp1 ENSMUSG00000040249 6.84E−05 0.008316188 −2.22911854 128.5806173 LRP1 Lrp4 ENSMUSG00000027253 6.90E−05 0.008316188 −2.099484255 8.345478819 LRP4 Havcr2 ENSMUSG00000020399 7.63E−05 0.008987505 −1.899705598 12.39990071 HAVCR2 Nfkbiz ENSMUSG00000035356 7.81E−05 0.00910765 −1.506989112 638.1804961 NFKBIZ Trim15 ENSMUSG00000050747 7.87E−05 0.00910765 −2.277779784 5.122292611 TRIM15 6330403A02Rik ENSMUSG00000053963 8.46E−05 0.009642784 −1.471477346 13.86003662 C1orf95 Slc16a10 ENSMUSG00000019838 9.11E−05 0.010001108 −1.480688129 64.54262 SLC16A10 Padi2 ENSMUSG00000028927 9.58E−05 0.010353618 −1.068143616 260.4942761 PADI2 Frmd4a ENSMUSG00000026657 0.00010485 0.011253612 −1.72228982 23.05872621 FRMD4A Tead2 ENSMUSG00000030796 0.000110389 0.011761699 −1.268349705 46.63791248 TEAD2 Fam169a ENSMUSG00000041817 0.000121609 0.012589575 −1.710241457 9.253708334 FAM169A Vasn ENSMUSG00000039646 0.000131586 0.013402871 −2.076497998 139.5475629 VASN Gp49a ENSMUSG00000089672 0.000133357 0.013402871 −1.615020534 23.39187201 LILRB4 Tbkbp1 ENSMUSG00000038517 0.000134056 0.013402871 −0.997421145 59.47426537 TBKBP1 Sort1 ENSMUSG00000068747 0.000153184 0.014116364 −1.619502059 39.84809268 SORT1 Itgb1bp2 ENSMUSG00000031312 0.000153449 0.014116364 −2.050345677 8.191181455 ITGB1BP2 Arhgap32 ENSMUSG00000041444 0.000154309 0.014116364 −1.900267823 11.00374662 ARHGAP32 Nrg4 ENSMUSG00000032311 0.000154588 0.014116364 −2.020306571 20.88599242 NRG4 Tspan9 ENSMUSG00000030352 0.000155496 0.014116364 −2.191326532 4.29913557 TSPAN9 Zbtb37 ENSMUSG00000043467 0.000158556 0.014116364 −1.446576548 258.6765671 ZBTB37 Zcchc14 ENSMUSG00000061410 0.000176414 0.015328068 −2.166427137 10.70475468 ZCCHC14 Pde4c ENSMUSG00000031842 0.0001794 0.015413323 −1.302281586 138.4238558 PDE4C Ttbk1 ENSMUSG00000015599 0.000183056 0.015413323 −1.390377996 66.39089031 TTBK1 Dnhd1 ENSMUSG00000030882 0.000183285 0.015413323 −0.926979245 204.6546441 DNHD1 Ankrd16 ENSMUSG00000047909 0.000185197 0.015413323 −0.998792317 857.1580809 ANKRD16 Ankrd61 ENSMUSG00000029607 0.000186213 0.015413323 −2.046083793 16.98421956 ANKRD61 Etohil ENSMUSG00000074519 0.000187954 0.015413323 −1.217110782 68.53278883 ZNF442 Zfp36 ENSMUSG00000044786 0.000190474 0.015532684 −1.456474181 8404.428092 ZFP36 Bbs2 ENSMUSG00000031755 0.000193814 0.01568575 −0.787575799 740.2933078 BBS2 Runx2 ENSMUSG00000039153 0.0001945 0.01568575 −1.904864387 26.56547154 RUNX2 Slc26a1 ENSMUSG00000046959 0.000199211 0.015900571 −1.561801487 11.30257131 SLC26A1 Elk4 ENSMUSG00000026436 0.000206469 0.016011688 −1.624547145 950.3110468 ELK4 Ptk6 ENSMUSG00000038751 0.00020723 0.016011688 −1.850532537 10.82785673 PTK6 Spred3 ENSMUSG00000037239 0.000208979 0.016011688 −1.416959185 31.21992833 SPRED3 Hpn ENSMUSG00000001249 0.000210983 0.016011688 −2.171439542 6.446607001 HPN Tbc1d8 ENSMUSG00000003134 0.000214106 0.016011688 −1.470253374 39.44898738 TBC1D8 Carns1 ENSMUSG00000075289 0.000219911 0.016294608 −1.41037029 590.4947326 CARNS1 Stard9 ENSMUSG00000033705 0.000237108 0.017219261 −1.822797935 115.7567616 STARD9 Gpr182 ENSMUSG00000058396 0.000242295 0.017422573 −1.713383849 10.58878259 GPR182 Mfsd2b ENSMUSG00000037336 0.000252729 0.017829658 −2.138048658 14.80263876 MFSD2B Fgd4 ENSMUSG00000022788 0.000254064 0.017829658 −2.159733108 4.616439369 FGD4 Dchs1 ENSMUSG00000036862 0.000261269 0.018028809 −1.621875815 17.92123837 DCHS1 Cd4 ENSMUSG00000023274 0.000262997 0.018028809 −1.295262339 134.1673578 CD4 Rims3 ENSMUSG00000032890 0.000270585 0.018029762 −1.950090439 22.81460888 RIMS3 Deptor ENSMUSG00000022419 0.000274332 0.018029762 −1.772251398 10.1358429 DEPTOR Zc3h6 ENSMUSG00000042851 0.000276376 0.018029762 −1.316978163 340.8142937 ZC3H6 Fbxl20 ENSMUSG00000020883 0.000276461 0.018029762 −1.400047212 822.1908281 FBXL20 Kcna2 ENSMUSG00000040724 0.000279612 0.018029762 −2.672876169 5.873194136 KCNA2 Chadl ENSMUSG00000063765 0.000285076 0.018067559 −2.330056283 6.658916452 CHADL Itgad ENSMUSG00000070369 0.000285107 0.018067559 −1.501323109 137.956606 ITGAD Pde1b ENSMUSG00000022489 0.000285922 0.018067559 −1.27673416 390.0942618 PDE1B Ceacam16 ENSMUSG00000014686 0.00029084 0.018226519 −1.682749383 227.6048411 CEACAM16 Zfp287 ENSMUSG00000005267 0.000296237 0.018255867 −0.965142445 281.7186824 ZNF287 Klf6 ENSMUSG00000000078 0.000298436 0.018255867 −1.821621138 3288.546144 KLF6 Egr2 ENSMUSG00000037868 0.000298907 0.018255867 −1.393708127 703.293856 EGR2 Gpr35 ENSMUSG00000026271 0.000302486 0.01832109 −1.521787015 16.29382022 GPR35 Clec9a ENSMUSG00000046080 0.000319253 0.019162219 −1.723879784 13.51143487 CLEC9A Rhob ENSMUSG00000054364 0.000324982 0.019162219 −1.748356408 1486.356103 RHOB Cacnb4 ENSMUSG00000017412 0.000325562 0.019162219 −1.041322794 32.76046261 CACNB4 Adam23 ENSMUSG00000025964 0.000330081 0.019350193 −2.224862791 15.68728041 ADAM23 Arl4c ENSMUSG00000049866 0.000334635 0.019438666 −1.411187557 49.70635225 ARL4C Npff ENSMUSG00000023052 0.000336917 0.019438666 −1.286345909 19.73125903 NPFF Pdzd4 ENSMUSG00000002006 0.000338417 0.019448302 −2.0564967 17.71933299 PDZD4 Tifab ENSMUSG00000049625 0.000354388 0.02012841 −1.132022255 29.51786383 TIFAB Dnajb9 ENSMUSG00000014905 0.000361291 0.020326045 −1.139495968 1169.569645 DNAJB9 Lrrc39 ENSMUSG00000027961 0.000364435 0.020326045 −1.545482427 23.0552134 LRRC39 Tnnt3 ENSMUSG00000061723 0.000386286 0.021118403 −0.987352253 43.77323144 TNNT3 Hspg2 ENSMUSG00000028763 0.000402718 0.021691792 −1.679153333 53.47278252 HSPG2 Zfyve9 ENSMUSG00000034557 0.000418847 0.021992476 −1.764697161 11.76562696 ZFYVE9 Nr4a1 ENSMUSG00000023034 0.000431055 0.022312433 −1.673712587 562.962306 NR4A1 Peli2 ENSMUSG00000021846 0.000435928 0.022402604 −2.422663668 3.880881547 PELI2 Erp27 ENSMUSG00000030219 0.000438927 0.022402604 −1.426292137 51.65998631 ERP27 Zscan30 ENSMUSG00000024274 0.000441607 0.022460416 −1.322286164 24.89340076 ZSCAN30 Fos ENSMUSG00000021250 0.000464525 0.023301257 −2.357949096 13275.11206 FOS Ccnd1 ENSMUSG00000070348 0.000466927 0.023341567 −1.17070802 31.02358047 CCND1 Ahnak ENSMUSG00000069833 0.000470683 0.023358764 −2.062416424 1680.173855 AHNAK Tet2 ENSMUSG00000040943 0.000474655 0.023358764 −1.897938543 284.6863129 TET2 Socs3 ENSMUSG00000053113 0.000482331 0.023456565 −0.778914185 381.5964304 SOCS3 Fam196b ENSMUSG00000069911 0.000490387 0.023702587 −2.514870474 4.595410993 FAM196B Zfp369 ENSMUSG00000021514 0.000494442 0.023748617 −1.665629112 159.9610263 ZNF274 Dgkh ENSMUSG00000034731 0.000497279 0.023799292 −1.547762715 38.8310628 DGKH Tgm2 ENSMUSG00000037820 0.000512176 0.024153243 −1.448477355 67.85696055 TGM2 Pde8b ENSMUSG00000021684 0.000517871 0.024153243 −1.570338766 9.885745994 PDE8B Ttc39b ENSMUSG00000038172 0.000521879 0.024153243 −1.252097216 1288.028067 TTC39B Sgpp2 ENSMUSG00000032908 0.000522421 0.024153243 −1.317481065 36.71535726 SGPP2 Usp35 ENSMUSG00000035713 0.000531228 0.024384685 −1.082047744 115.7539621 USP35 Parvb ENSMUSG00000022438 0.000533758 0.024424045 −1.639534795 16.94850224 PARVB Gpr152 ENSMUSG00000044724 0.000579798 0.025802775 −1.686187576 7.310734836 GPR152 Pear1 ENSMUSG00000028073 0.000588984 0.025914239 −0.962898932 752.752543 PEAR1 Ube2i ENSMUSG00000015120 0.000596984 0.025981678 −1.295610489 954.5547059 UBE2I Tmcc2 ENSMUSG00000042066 0.000598016 0.025981678 −2.279008363 52.12486744 TMCC2 Sez6l2 ENSMUSG00000030683 0.000607528 0.026082627 −1.174744011 45.06918512 SEZ6L2 Rab11fip2 ENSMUSG00000040022 0.000617794 0.026368242 −1.375870651 262.6668625 RAB11FIP2 Dpm1 ENSMUSG00000078919 0.000619853 0.026378988 −1.454695115 116.1047827 DPM1 Mecp2 ENSMUSG00000031393 0.000638248 0.026848711 −1.062638145 1280.061831 MECP2 Acp2 ENSMUSG00000002103 0.000653192 0.027218676 −1.111920414 157.0098306 ACP2 Samd8 ENSMUSG00000021770 0.000682225 0.027894796 −1.162239057 193.3696486 SAMD8 Iqce ENSMUSG00000036555 0.000699693 0.028292003 −1.013854798 552.3055062 IQCE Chrna2 ENSMUSG00000022041 0.000724236 0.028853706 −1.880406556 23.03180046 CHRNA2 Brat ENSMUSG00000002413 0.000732744 0.029064841 −1.645744132 482.0690938 BRAF Adam22 ENSMUSG00000040537 0.000736352 0.029128807 −1.467519536 21.67314744 ADAM22 Alpk3 ENSMUSG00000038763 0.000738987 0.029154048 −2.047155916 4.816961555 ALPK3 Zc3hav1l ENSMUSG00000047749 0.000753422 0.029643379 −1.618197185 30.70909319 ZC3HAV1L Clcn2 ENSMUSG00000022843 0.000763569 0.029877171 −1.191921359 43.40641403 CLCN2 Slc38a6 ENSMUSG00000044712 0.000776559 0.03008192 −1.048071927 142.5907025 SLC38A6 Tbc1d23 ENSMUSG00000022749 0.000777335 0.03008192 −0.999479142 424.229294 TBC1D23 Ptpdc1 ENSMUSG00000038042 0.000790761 0.030329028 −1.484380314 29.03252488 PTPDC1 Tctn1 ENSMUSG00000038593 0.000795347 0.030329028 −0.622094666 294.8930879 TCTN1 Itpripl2 ENSMUSG00000073859 0.000795977 0.030329028 −1.552002946 8.816377642 ITPRIPL2 Jun ENSMUSG00000052684 0.000802027 0.030329028 −2.160247006 8020.746127 JUN Metap1d ENSMUSG00000041921 0.000802449 0.030329028 −0.609973578 606.0931886 METAP1D Obscn ENSMUSG00000061462 0.000803165 0.030329028 −2.183798912 24.35334393 OBSCN Nr4a2 ENSMUSG00000026826 0.000803594 0.030329028 −1.989067864 25.0441257 NR4A2 Axl ENSMUSG00000002602 0.000817943 0.03052382 −1.530728281 359.039184 AXL Cln8 ENSMUSG00000026317 0.000819236 0.03052382 −1.34287642 46.28912776 CLN8 Klf7 ENSMUSG00000025959 0.000819712 0.03052382 −1.223255019 260.61713 KLF7 Ccnl1 ENSMUSG00000027829 0.000822814 0.030561357 −1.11646967 4010.711626 CCNL1 Plp1 ENSMUSG00000031425 0.000837012 0.030853205 −1.401889911 55.30656797 PLP1 Vamp2 ENSMUSG00000020894 0.000840388 0.030899599 −1.12310418 1037.633535 VAMP2 Zfyve28 ENSMUSG00000037224 0.0008486 0.031022264 −0.772489103 57.0132211 ZFYVE28 Lcp2 ENSMUSG00000002699 0.000875632 0.031327442 −0.862374515 510.7997865 LCP2 Gabbr1 ENSMUSG00000024462 0.000890466 0.031740688 −1.346141353 680.5141611 GABBR1 Zfp174 ENSMUSG00000054939 0.000898687 0.031840142 −0.967707083 28.98228042 ZNF174 Thbs3 ENSMUSG00000028047 0.000905663 0.032009602 −1.546344617 12.52096958 THBS3 Fgr ENSMUSG00000028874 0.000912921 0.032188174 −0.614812973 556.771912 FGR Ptprm ENSMUSG00000033278 0.000923418 0.03235568 −2.176539279 10.76546163 PTPRM Ccr2 ENSMUSG00000049103 0.000957734 0.033085629 −1.546823902 12.46833031 CCR2 Adam11 ENSMUSG00000020926 0.000960738 0.033085629 −2.090077764 35.19529734 ADAM11 Hip1 ENSMUSG00000039959 0.000966141 0.033085629 −1.330696206 182.2892978 HIP1 Sox5 ENSMUSG00000041540 0.000974751 0.03318395 −1.330513151 75.21368604 SOX5 Synpo ENSMUSG00000043079 0.000990985 0.033407396 −1.438892605 15.99326057 SYNPO Gm608 ENSMUSG00000068284 0.001001189 0.03367364 −1.739947459 1983.226642 KIAA2018 Pou2f1 ENSMUSG00000026565 0.001007623 0.033812121 −1.607513731 939.7315583 POU2F1 1700028K03Rik ENSMUSG00000089798 0.001010216 0.033821385 −1.971705771 10.69377346 C1orf146 Nfat5 ENSMUSG00000003847 0.001018325 0.033871836 −1.821256847 1631.378438 NFAT5 Carf ENSMUSG00000026017 0.001021005 0.033871836 −1.32669663 45.79511781 CARF Gm614 ENSMUSG00000090141 0.001027951 0.034009558 −1.856503549 9.752766971 CXorf65 Gfra2 ENSMUSG00000022103 0.001037691 0.034009558 −1.972942717 30.54222793 GFRA2 Cttnbp2nl ENSMUSG00000062127 0.001039136 0.034009558 −1.727450521 13.58433501 CTTNBP2NL Rad9b ENSMUSG00000038569 0.001045166 0.034076491 −1.12502387 67.51132281 RAD9B Rab6b ENSMUSG00000032549 0.001049312 0.034113143 −0.777837523 231.3277775 RAB6B Mybpc2 ENSMUSG00000038670 0.001068908 0.034524263 −0.787990887 194.7536505 MYBPC2 Atxn1 ENSMUSG00000046876 0.00106988 0.034524263 −1.825378503 76.01911992 ATXN1 Pik3r6 ENSMUSG00000046207 0.001073783 0.034524263 −1.191103345 28.26961953 PIK3R6 Farp2 ENSMUSG00000034066 0.001109036 0.035225629 −0.971150366 75.08956959 FARP2 Itgam ENSMUSG00000030786 0.00111149 0.035225629 −1.278158644 109.7427865 ITGAM Fhdc1 ENSMUSG00000041842 0.001112406 0.035225629 −1.992900235 11.75848047 FHDC1 Gpr157 ENSMUSG00000047875 0.001117337 0.035225629 −1.186495937 51.21112294 GPR157 Sema5a ENSMUSG00000022231 0.00111973 0.035225629 −1.594643342 57.4750412 SEMA5A Tdo2 ENSMUSG00000028011 0.001138023 0.035647475 −1.479747742 12.53458474 TDO2 Iqgap2 ENSMUSG00000021676 0.001149215 0.035742861 −1.258050011 29.08656655 IQGAP2 Gda ENSMUSG00000058624 0.001150863 0.035742861 −1.910003382 32.44621308 GDA Dusp6 ENSMUSG00000019960 0.001155247 0.035802853 −1.191094253 906.6456664 DUSP6 Il1b ENSMUSG00000027398 0.001169181 0.03615792 −1.89775988 47.08800643 IL1B Wdfy1 ENSMUSG00000073643 0.001172593 0.036186753 −1.255042649 371.5815498 WDFY1 Itgax ENSMUSG00000030789 0.001184169 0.036237565 −1.247330309 172.4690963 ITGAX Zc3h12c ENSMUSG00000035164 0.001186863 0.036244013 −1.999811212 145.8967019 ZC3H12C Fut1 ENSMUSG00000008461 0.001196734 0.036359068 −1.215891369 22.88567235 FUT1 Sspn ENSMUSG00000030255 0.001202941 0.036359068 −1.77726208 143.8983592 SSPN Agap1 ENSMUSG00000055013 0.001205321 0.036359068 −1.827005908 9.997808786 AGAP1 Slc20a1 ENSMUSG00000027397 0.001205576 0.036359068 −0.99645932 915.8355255 SLC20A1 Cd5l ENSMUSG00000015854 0.001211302 0.036383132 −1.673802969 305.6733454 CD5L Slc38a5 ENSMUSG00000031170 0.001211359 0.036383132 −2.451657428 7.827237746 SLC38A5 Tulp2 ENSMUSG00000023467 0.001227043 0.036597733 −1.630866903 65.52661594 TULP2 Cd300ld ENSMUSG00000034641 0.001228533 0.036597733 −1.633135674 17.06044102 CD300LD Dse ENSMUSG00000039497 0.001242309 0.036857689 −1.383628182 43.67319584 DSE Man1c1 ENSMUSG00000037306 0.001247163 0.036926658 −1.018797877 43.36779018 MAN1C1 Slc38a9 ENSMUSG00000047789 0.001251777 0.036972668 −0.676897822 589.701862 SLC38A9 Armc9 ENSMUSG00000062590 0.001253783 0.036972668 −0.757768677 151.331344 ARMC9 Dgke ENSMUSG00000000276 0.001281769 0.037565847 −1.04217362 382.7516859 DGKE Tagln ENSMUSG00000032085 0.001305948 0.037631548 −0.799451295 64.02575513 TAGLN Impg2 ENSMUSG00000035270 0.001306141 0.037631548 −1.277898096 62.07141876 IMPG2 Cyp2u1 ENSMUSG00000027983 0.001307063 0.037631548 −1.625322473 10.96789881 CYP2U1 Per1 ENSMUSG00000020893 0.001329551 0.037848569 −1.493817053 1026.104012 PER1 Wdr78 ENSMUSG00000035126 0.001329929 0.037848569 −1.105139407 80.6910908 WDR78 Piwil2 ENSMUSG00000033644 0.00133989 0.037848569 −1.057180547 16.83165035 PIWIL2 Lcor ENSMUSG00000025019 0.00134053 0.037848569 −1.802566928 257.9653543 LCOR Fam126b ENSMUSG00000038174 0.001346831 0.037879955 −1.514600603 207.8671293 FAM126B Ar19 ENSMUSG00000063820 0.001361604 0.038010233 −2.007697083 3.970194176 ARL9 Mfsd4 ENSMUSG00000059149 0.001403555 0.038772731 −1.937948775 444.739803 MFSD4 Gem ENSMUSG00000028214 0.001407793 0.038772731 −1.030813296 735.252472 GEM Nrp1 ENSMUSG00000025810 0.0014233 0.039126003 −1.026079656 41.49195176 NRP1 Loxl3 ENSMUSG00000000693 0.001433139 0.039253589 −1.091331274 15.85034464 LOXL3 Ctnnd1 ENSMUSG00000034101 0.001433319 0.039253589 −1.456561402 48.63625709 CTNND1 Mtx3 ENSMUSG00000021704 0.001440455 0.03932394 −1.555572943 256.3570554 MTX3 Srgap3 ENSMUSG00000030257 0.00144281 0.03932394 −1.287860548 102.5694615 SRGAP3 Ppp1r3f ENSMUSG00000039556 0.001456575 0.039593351 −0.748642694 101.5104631 PPP1R3F Specc1 ENSMUSG00000042331 0.001491099 0.04005965 −1.522339041 38.14391744 SPECC1 Pak1 ENSMUSG00000030774 0.001504271 0.040127081 −1.324409193 15.64719258 PAK1 Tlr8 ENSMUSG00000040522 0.001507355 0.040127081 −1.98114572 13.91611408 TLR8 Aoc2 ENSMUSG00000078651 0.001509198 0.040127081 −1.189031157 87.54427606 AOC2 Ifih1 ENSMUSG00000026896 0.001530799 0.040392874 −0.853168096 77.83204665 IFIH1 Col20a1 ENSMUSG00000016356 0.001534908 0.040392874 −1.195109289 35.60469803 COL20A1 Zfand5 ENSMUSG00000024750 0.001550711 0.04063866 −0.587413401 1199.813172 ZFAND5 Dqx1 ENSMUSG00000009145 0.001567283 0.040865398 −0.944582107 96.17668182 DQX1 Impact ENSMUSG00000024423 0.001582996 0.040897325 −1.262143225 352.4035286 IMPACT Guf1 ENSMUSG00000029208 0.001612152 0.040959899 −0.785685742 529.2192097 GUF1 Lilra5 ENSMUSG00000070873 0.001616853 0.040959899 −1.856486125 13.04937651 LILRA5 St8sia1 ENSMUSG00000030283 0.001617552 0.040959899 −0.923887131 30.47780576 ST8SIA1 Evi5 ENSMUSG00000011831 0.00161909 0.040959899 −1.35473236 73.63568417 EVI5 Ptpre ENSMUSG00000041836 0.001629267 0.041008996 −1.022144533 284.6119241 PTPRE Vcam1 ENSMUSG00000027962 0.001654649 0.04135772 −1.512930989 463.4984908 VCAM1 Afap1 ENSMUSG00000029094 0.001676451 0.041687418 −1.511150161 26.15138084 AFAP1 Kcna3 ENSMUSG00000047959 0.001680231 0.041687418 −1.421594373 270.7066815 KCNA3 B4galnt2 ENSMUSG00000013418 0.001682119 0.041687418 −1.207778662 11.55931098 B4GALNT2 Mical3 ENSMUSG00000003178 0.001690196 0.041816605 −1.076535212 95.4659356 MICAL3 Sh3bp4 ENSMUSG00000036206 0.001719547 0.042185262 −1.680178506 25.78754028 SH3BP4 P2rx7 ENSMUSG00000029468 0.001728037 0.042322411 −1.011597402 43.62655299 P2RX7 Scai ENSMUSG00000035236 0.001734236 0.042349233 −1.617574656 1233.894058 SCAI Ubn2 ENSMUSG00000038538 0.001737836 0.042349233 −1.796709477 791.2081954 UBN2 Ino80d ENSMUSG00000040865 0.001747516 0.042360628 −1.839055403 1154.013149 INO80D Sox6 ENSMUSG00000051910 0.001749583 0.042360628 −2.37272878 7.592385073 SOX6 Daam2 ENSMUSG00000040260 0.001759771 0.042528781 −1.79754816 5.46460294 DAAM2 Adamdec1 ENSMUSG00000022057 0.001776703 0.042701049 −1.3876336 77.10787512 ADAMDEC1 Cd46 ENSMUSG00000016493 0.001794176 0.043004253 −1.007818003 41.30256018 CD46 Stx17 ENSMUSG00000061455 0.001798121 0.043028149 −1.118731586 435.4264888 STX17 Ppia ENSMUSG00000071866 0.001813502 0.043134194 −0.83904338 194.8989037 PPIA Trpm2 ENSMUSG00000009292 0.00182745 0.043192322 −1.699378652 112.6912182 TRPM2 Hipk2 ENSMUSG00000061436 0.001829821 0.043192322 −1.014916571 297.0900864 HIPK2 Slc14a1 ENSMUSG00000059336 0.001835899 0.043192322 −0.678347814 481.6850918 SLC14A1 Yod1 ENSMUSG00000046404 0.00183753 0.043192322 −1.406278097 173.53393 YOD1 Baz2b ENSMUSG00000026987 0.001846712 0.043243687 −1.409386369 2296.598948 BAZ2B Phlda1 ENSMUSG00000020205 0.001849472 0.043243687 −1.136949209 94.65351752 PHLDA1 Taok1 ENSMUSG00000017291 0.001856046 0.043243687 −1.602859887 1238.630797 TAOK1 Ccdc38 ENSMUSG00000036168 0.0018582 0.043243687 −1.410899128 32.88986262 CCDC38 Nrip2 ENSMUSG00000001520 0.001860453 0.043243687 −1.800337069 28.44699656 NRIP2 Ankrd23 ENSMUSG00000067653 0.001914453 0.043976315 −0.941425775 160.7948308 ANKRD23 Neb ENSMUSG00000026950 0.001925784 0.044129772 −1.54919577 17.68960529 NEB Guca1b ENSMUSG00000023979 0.001937385 0.04423654 −1.088884026 42.83725195 GUCA1B Plcb4 ENSMUSG00000039943 0.001941167 0.04423654 −1.375639815 19.44996019 PLCB4 Kctd18 ENSMUSG00000054770 0.001942565 0.04423654 −1.083525904 347.4675541 KCTD18 Kcnip4 ENSMUSG00000029088 0.001960055 0.044339257 −1.772663601 8.05695919 KCNIP4 Ptar1 ENSMUSG00000074925 0.001977223 0.044339257 −1.062707492 123.9886755 PTAR1 Gramd1a ENSMUSG00000001248 0.001979745 0.044339257 −0.424852529 3045.373649 GRAMD1A Ttn ENSMUSG00000051747 0.001980412 0.044339257 −1.667179394 75.16634357 TTN Phactr2 ENSMUSG00000062866 0.001983526 0.044339257 −1.025550939 27.5924515 PHACTR2 Rad54l2 ENSMUSG00000040661 0.001993949 0.044436148 −1.525655164 416.5510434 RAD54L2 Tsc22d1 ENSMUSG00000022010 0.00205227 0.045320697 −0.987807941 98.18193001 TSC22D1 Ubc ENSMUSG00000008348 0.00206653 0.045566668 −0.97134897 2816.026898 UBC Nav1 ENSMUSG00000009418 0.002092325 0.045858368 −1.905821597 18.05060464 NAV1 Myh10 ENSMUSG00000020900 0.002129334 0.046249219 −1.540387918 16.85034676 MYH10 Ache ENSMUSG00000023328 0.002135986 0.046249219 −1.552066261 25.655598 ACHE Tsnaxip1 ENSMUSG00000031893 0.002140448 0.046249219 −1.057077659 69.78482173 TSNAXIP1 Nfix ENSMUSG00000001911 0.002147465 0.046249219 −0.97261198 51.35588561 NFIX Alkbh1 ENSMUSG00000079036 0.002153497 0.046249219 −1.010881702 51.29066794 ALKBH1 Katnal1 ENSMUSG00000041298 0.002154394 0.046249219 −0.804276845 223.280228 KATNAL1 Bmp8a ENSMUSG00000032726 0.002166725 0.046426588 −1.004131251 18.41173419 BMP8A Lats1 ENSMUSG00000040021 0.002174684 0.046426588 −1.376277679 1162.252141 LATS1 Clec4n ENSMUSG00000023349 0.002183619 0.046426588 −1.386549259 81.89343304 CLEC6A Efcab5 ENSMUSG00000050944 0.002189126 0.046426588 −1.489437872 9.929930977 EFCAB5 Sparc ENSMUSG00000018593 0.002192419 0.046426588 −1.975327488 9.129997659 SPARC Cbl ENSMUSG00000034342 0.00220791 0.046426588 −1.744766638 782.9917131 CBL Klhl11 ENSMUSG00000048732 0.002213644 0.046426588 −1.343955816 146.3406721 KLHL11 Enpp4 ENSMUSG00000023961 0.002214191 0.046426588 −1.321217721 22.62334124 ENPP4 Plekhn1 ENSMUSG00000078485 0.00221426 0.046426588 −1.136355252 138.9971781 PLEKHN1 Ppp1r32 ENSMUSG00000035179 0.00221962 0.046426588 −1.523298784 9.419578344 PPP1R32 Mtss1l ENSMUSG00000033763 0.002221923 0.046426588 −1.174775994 14.1449068 MTSS1L Galnt3 ENSMUSG00000026994 0.002236168 0.046426588 −1.762087884 18.76526829 GALNT3 Il9r ENSMUSG00000020279 0.002236372 0.046426588 −0.97765408 3809.992506 IL9R Tbc1d2b ENSMUSG00000037410 0.002267764 0.046696408 −0.999270003 85.55462826 TBC1D2B Trip11 ENSMUSG00000021188 0.0022702 0.046696408 −1.535176925 800.9216782 TRIP11 Tmem86b ENSMUSG00000045282 0.002286901 0.046884685 −1.047217658 63.04238682 TMEM86B Syne1 ENSMUSG00000019769 0.0023038 0.047058371 −1.877779368 3279.656252 SYNE1 Gp1ba ENSMUSG00000050675 0.002311492 0.047058371 −1.356583323 31.53577933 GP1BA Pfkfb2 ENSMUSG00000026409 0.002322318 0.047212926 −1.497045407 294.8531523 PFKFB2 Cbx7 ENSMUSG00000053411 0.002328259 0.047267858 −0.715779175 3459.102659 CBX7 Al607873 ENSMUSG00000073490 0.00234156 0.047429523 −1.296738804 35.49601509 IFI16 Map3k12 ENSMUSG00000023050 0.002355717 0.047429523 −0.829678314 102.446822 MAP3K12 Zbtb20 ENSMUSG00000022708 0.002379116 0.04770324 −1.820714241 2455.246872 ZBTB20 Dennd2a ENSMUSG00000038456 0.0024103 0.048185748 −1.350111632 15.06832752 DENND2A Cd300e ENSMUSG00000048498 0.002414153 0.048185748 −1.729362091 29.660255 CD300E Mycbp2 ENSMUSG00000033004 0.002439526 0.048361253 −1.568007187 5286.770923 MYCBP2 Tnrc6b ENSMUSG00000047888 0.002447265 0.048361253 −1.560737971 1599.751295 TNRC6B Shank1 ENSMUSG00000038738 0.002448377 0.048361253 −1.643087277 209.4328718 SHANK1 Sntb2 ENSMUSG00000041308 0.002486274 0.048911235 −1.090574093 73.33470884 SNTB2 Dbndd2 ENSMUSG00000017734 0.002535013 0.049135724 −1.73560582 4.677556244 DBNDD2 Cd300lf ENSMUSG00000047798 0.002553957 0.049144066 −1.322632383 273.8252648 CD300LF Crb2 ENSMUSG00000035403 0.002555343 0.049144066 −0.947061108 29.09071441 CRB2 Krba1 ENSMUSG00000042810 0.002567868 0.049255149 −0.83320778 579.0831227 KRBA1 Kel ENSMUSG00000029866 0.002579825 0.049307603 −2.261612038 11.44607619 KEL Orai2 ENSMUSG00000039747 0.002580736 0.049307603 −0.822809874 729.947539 ORAI2 Rsad2 ENSMUSG00000020641 0.002600861 0.049562356 −1.537633979 50.73956779 RSAD2 Rpl9 ENSMUSG00000047215 0.002641511 0.050271371 −0.858074342 387.871764 RPL9 Map3k8 ENSMUSG00000024235 0.002670136 0.050679991 −0.975127519 333.0591158 MAP3K8 Ccdc15 ENSMUSG00000034303 0.002675095 0.050679991 −1.302502076 98.21644668 CCDC15 Leng8 ENSMUSG00000035545 0.002699137 0.050964335 −1.467377723 2103.885735 LENG8 Mdn1 ENSMUSG00000058006 0.002712939 0.050964335 −1.7505979 1735.486177 MDN1 Dclre1b ENSMUSG00000027845 0.002724063 0.050964335 −0.57992325 219.655892 DCLRE1B Sowaha ENSMUSG00000044352 0.002733984 0.050964335 −2.238144676 3.917222135 SOWAHA 2410089E03Rik ENSMUSG00000039801 0.002769457 0.051366919 −1.348311345 390.3736865 C5orf42 Rasgrf1 ENSMUSG00000032356 0.002787622 0.051507493 −2.052113626 4.694585864 RASGRF1 Sh2d4b ENSMUSG00000037833 0.002802791 0.051670273 −1.537446362 9.694337764 SH2D4B Zfp398 ENSMUSG00000062519 0.002803511 0.051670273 −0.915779997 299.5144412 ZNF398 Col27a1 ENSMUSG00000045672 0.0028163 0.051783881 −1.845653573 81.36372086 COL27A1 Myo5a ENSMUSG00000034593 0.002822162 0.051792157 −1.396819539 2909.691163 MYO5A Abl2 ENSMUSG00000026596 0.002838045 0.051848492 −1.628702314 1225.082798 ABL2 Krt80 ENSMUSG00000037185 0.002841812 0.051852421 −1.746138151 6.231696218 KRT80 Tnn ENSMUSG00000026725 0.002875676 0.052209263 −1.959886816 5.971039031 TNN Thbs1 ENSMUSG00000040152 0.002887544 0.052294633 −1.298747578 8.562818138 THBS1 1700094D03Rik ENSMUSG00000078667 0.002929464 0.052651874 −0.732196825 209.5151333 C1orf189 Ash1l ENSMUSG00000028053 0.002932519 0.052651874 −1.754682273 1970.209966 ASH1L Tmc4 ENSMUSG00000019734 0.002960344 0.052858346 −1.004546281 54.44834478 TMC4 Hp ENSMUSG00000031722 0.002960995 0.052858346 −1.83794817 8.653475049 HP Nav2 ENSMUSG00000052512 0.002963538 0.052858346 −1.782120759 107.5243491 NAV2 Catsperg1 ENSMUSG00000049676 0.002968173 0.052858346 −1.508112659 12.13922305 CATSPERG Sec61a2 ENSMUSG00000025816 0.002969651 0.052858346 −0.877853229 93.98347743 SEC61A2 Prdm9 ENSMUSG00000051977 0.002972988 0.052858346 −1.429579504 115.538749 PRDM9 Cd300a ENSMUSG00000034652 0.002998384 0.053245034 −1.403402141 77.70668999 CD300A Slc25a37 ENSMUSG00000034248 0.003008499 0.053294975 −1.134730368 1650.989541 SLC25A37 Tnfaip2 ENSMUSG00000021281 0.003039429 0.053612831 −1.775717837 45.89237934 TNFAIP2 Chd2 ENSMUSG00000078671 0.003041133 0.053612831 −1.591895817 2542.436522 CHD2 Ikzf2 ENSMUSG00000025997 0.003048044 0.053669846 −1.404534203 24.58346807 IKZF2 Fam43a ENSMUSG00000046546 0.003078616 0.053934152 −1.417878054 907.7240983 FAM43A Akap7 ENSMUSG00000039166 0.00309197 0.053934152 −0.655605359 145.4381737 AKAP7 Bhlhe40 ENSMUSG00000030103 0.003129818 0.05432337 −1.04247025 667.5769426 BHLHE40 Stac3 ENSMUSG00000040287 0.003133567 0.054323852 −1.266363504 20.95984489 STAC3 Dact1 ENSMUSG00000044548 0.003185813 0.054870363 −1.342059338 11.41799361 DACT1 Fyb ENSMUSG00000022148 0.003191156 0.054870363 −1.610030752 122.6887965 FYB Avil ENSMUSG00000025432 0.003214187 0.054947866 −1.255659772 16.17126052 AVIL Kcnd1 ENSMUSG00000009731 0.003247193 0.055250963 −1.599185958 6.01168036 KCND1 Csf3r ENSMUSG00000028859 0.003255178 0.055250963 −1.642389834 33.57414213 CSF3R Rmnd1 ENSMUSG00000019763 0.003321531 0.056009456 −0.48995226 276.3258512 RMND1 Setd1a ENSMUSG00000042308 0.003327595 0.056009456 −1.041558973 418.5694017 SETD1A Gan ENSMUSG00000052557 0.003330562 0.056009456 −1.473204946 43.50547852 GAN Zc3h12b ENSMUSG00000035045 0.003337328 0.056058662 −1.896993441 7.052766727 ZC3H12B Zbtb34 ENSMUSG00000068966 0.00334372 0.056101467 −1.427308398 133.0693166 ZBTB34 Cdh1 ENSMUSG00000000303 0.003348595 0.056118755 −1.881882209 7.820055577 CDH1 Ypel4 ENSMUSG00000034059 0.003358768 0.05612327 −2.11772407 7.526145089 YPEL4 Tubb4a ENSMUSG00000062591 0.003361102 0.05612327 −0.786324181 49.46057703 TUBB4A Ffar3 ENSMUSG00000019429 0.003375778 0.05612327 −1.202308212 17.75717605 FFAR3 B3gntl1 ENSMUSG00000046605 0.003386681 0.056162854 −0.771750202 178.7966126 B3GNTL1 Syngap1 ENSMUSG00000067629 0.003410452 0.056288681 −1.215855871 13.03974214 SYNGAP1 Nsd1 ENSMUSG00000021488 0.003413082 0.056288681 −1.375376804 2148.679253 NSD1 Brwd1 ENSMUSG00000022914 0.003416577 0.056288681 −1.336369197 2984.392424 BRWD1 Abcc10 ENSMUSG00000032842 0.003447156 0.056728455 −0.92578508 166.5399318 ABCC10 Sgk1 ENSMUSG00000019970 0.003472636 0.056928135 −1.217964374 242.1021591 SGK1 Sept8 ENSMUSG00000018398 0.003473557 0.056928135 −1.662776306 15.29154322 SEPT8 Il18rap ENSMUSG00000026068 0.003478685 0.056928135 −1.294182699 18.67261236 IL18RAP Pak6 ENSMUSG00000074923 0.003484399 0.056928135 −1.38425969 28.95921849 PAK6 Cxcr2 ENSMUSG00000026180 0.003496867 0.056928135 −1.643901634 6.206052059 CXCR2 Arrb1 ENSMUSG00000018909 0.00349829 0.056928135 −1.261598395 460.854442 ARRB1 Golgb1 ENSMUSG00000034243 0.003536364 0.057322531 −1.586091342 1426.180884 GOLGB1 Znrf3 ENSMUSG00000041961 0.003552849 0.057358555 −1.289816816 115.5558828 ZNRF3 Herc1 ENSMUSG00000038664 0.003553369 0.057358555 −1.600993273 2288.188266 HERC1 Rfx3 ENSMUSG00000040929 0.00364492 0.05799888 −1.44710635 277.553011 RFX3 Kcnc3 ENSMUSG00000062785 0.003666679 0.05799888 −1.108328538 54.16139083 KCNC3 Card9 ENSMUSG00000026928 0.003673456 0.05799888 −1.389264569 8.917365199 CARD9 Srcap ENSMUSG00000090663 0.003676912 0.05799888 −1.153580425 748.3731953 SRCAP Nova1 ENSMUSG00000021047 0.003680797 0.05799888 −1.007380636 59.97185208 NOVA1 Nid2 ENSMUSG00000021806 0.00369383 0.05799888 −1.610131061 4.342383157 NID2 Coro2b ENSMUSG00000041729 0.003696141 0.05799888 −0.936981347 219.8276205 CORO2B Ccdc88c ENSMUSG00000021182 0.003699182 0.05799888 −1.40760636 2689.728726 CCDC88C Rnasel ENSMUSG00000066800 0.003716039 0.058030887 −1.222592056 150.2687524 RNASEL Maml3 ENSMUSG00000061143 0.003767585 0.058640834 −1.36668595 50.91665869 MAML3 Rnf170 ENSMUSG00000013878 0.003769616 0.058640834 −0.820828806 111.3265901 RNF170 Pigm ENSMUSG00000050229 0.003819737 0.058964109 −1.080536143 886.5961741 PIGM Srcap ENSMUSG00000053877 0.003827437 0.058964109 −1.52836921 708.9162389 SRCAP Dennd1c ENSMUSG00000002668 0.003846367 0.058964109 −0.471981213 1600.046754 DENND1C Hebp1 ENSMUSG00000042770 0.003846644 0.058964109 −1.488000117 56.87657606 HEBP1 Tnfsf15 ENSMUSG00000050395 0.003858959 0.059045314 −1.441145642 7.753118656 TNFSF15 Abca1 ENSMUSG00000015243 0.003867151 0.059083883 −1.52438333 1690.872149 ABCA1 Arih2 ENSMUSG00000064145 0.003869712 0.059083883 −0.563328206 727.5401647 ARIH2 Wfikkn1 ENSMUSG00000071192 0.003885635 0.059083883 −1.257147849 12.30750834 WFIKKN1 Slc45a3 ENSMUSG00000026435 0.003888102 0.059083883 −1.434128841 17.82713476 SLC45A3 Trip6 ENSMUSG00000023348 0.003894598 0.059095054 −0.966567622 56.87380867 TRIP6 Dstyk ENSMUSG00000042046 0.003906042 0.059185894 −1.553150494 129.1257716 DSTYK Arhgap39 ENSMUSG00000033697 0.00392035 0.059185894 −0.928186181 161.7130493 ARHGAP39 Bmp2k ENSMUSG00000034663 0.003927368 0.059185894 −1.120089834 2711.929603 BMP2K Cep250 ENSMUSG00000038241 0.003934201 0.059185894 −1.460020135 1147.850975 CEP250 Far2 ENSMUSG00000030303 0.00397624 0.059346804 −1.622020245 48.45500845 FAR2 Sowahc ENSMUSG00000071286 0.003990287 0.059392796 −1.093748254 268.1302328 SOWAHC Spata1 ENSMUSG00000028188 0.003997948 0.059392796 −0.860112342 58.1100795 SPATA1 Arhgap29 ENSMUSG00000039831 0.00400681 0.059438427 −1.570536108 19.1194466 ARHGAP29 Mxd1 ENSMUSG00000001156 0.004018874 0.059515288 −0.856241302 320.1744354 MXD1 Aasdh ENSMUSG00000055923 0.004028825 0.059539384 −0.759002725 331.7909899 AASDH Tmem8b ENSMUSG00000078716 0.004029932 0.059539384 −0.995315434 23.33478386 TMEM8B Mdm4 ENSMUSG00000054387 0.004063883 0.059841595 −1.596188925 1628.120635 MDM4 Myo1h ENSMUSG00000066952 0.004086459 0.059841595 −1.177975603 48.93474814 MYO1H Mapk8ip3 ENSMUSG00000024163 0.004103724 0.059841595 −1.170440197 1821.199673 MAPK8IP3 Zbtb46 ENSMUSG00000027583 0.004124179 0.059841595 −1.126693849 33.20585388 ZBTB46 Szt2 ENSMUSG00000033253 0.004138726 0.059993027 −1.12068361 1435.76862 SZT2 Arhgap33 ENSMUSG00000036882 0.004205858 0.060304885 −1.015205327 132.308769 ARHGAP33 Adora3 ENSMUSG00000000562 0.00425102 0.060680686 −1.725183182 4.984216455 ADORA3 Tor1aIp2 ENSMUSG00000050565 0.004283291 0.060938789 −1.338929927 560.3701064 TOR1AIP2 Etv6 ENSMUSG00000030199 0.004318738 0.061026738 −0.818437178 629.1260978 ETV6 Cpeb4 ENSMUSG00000020300 0.004334407 0.061070791 −1.467384446 502.19185 CPEB4 1810046K07Rik ENSMUSG00000036027 0.004342074 0.061092939 −1.60859306 24.11001019 C11orf53 Phc3 ENSMUSG00000037652 0.00439176 0.061308249 −1.556736277 1067.209404 PHC3 Slco2a1 ENSMUSG00000032548 0.004433474 0.06162591 −1.054883975 71.23045085 SLCO2A1 Plekhm3 ENSMUSG00000051344 0.004439294 0.06162591 −1.255686597 1386.353413 PLEKHM3 4833420G17Rik ENSMUSG00000062822 0.004468578 0.06171035 −0.536805313 1272.52028 C5orf34 Igfbp7 ENSMUSG00000036256 0.004485698 0.061728754 −1.739114272 11.93676987 IGFBP7 Ffar1 ENSMUSG00000044453 0.004486827 0.061728754 −1.423557065 294.0493983 FFAR1 Fbxo24 ENSMUSG00000089984 0.004535313 0.06191093 −1.163643833 15.0020521 FBXO24 Papss2 ENSMUSG00000024899 0.00453824 0.06191093 −1.517502056 8.874841112 PAPSS2 Pkd1l3 ENSMUSG00000048827 0.004546556 0.061966459 −1.21493691 38.22903908 PKD1L3 Hemgn ENSMUSG00000028332 0.004579932 0.062117596 −1.325076701 182.0621619 HEMGN Wwc2 ENSMUSG00000031563 0.004601686 0.062117596 −1.45414707 22.74419776 WWC2 Rnd3 ENSMUSG00000017144 0.004616673 0.062117596 −1.233769836 12.48476459 RND3 Snai1 ENSMUSG00000042821 0.004633021 0.062117596 −1.105681494 12.17247913 SNAI1 Sdc3 ENSMUSG00000025743 0.004667927 0.062340096 −1.293709622 349.3145776 SDC3 Ptprf ENSMUSG00000033295 0.004715146 0.062573088 −2.05447342 9.076929938 PTPRF Myo10 ENSMUSG00000022272 0.004716172 0.062573088 −1.168366523 63.26967784 MYO10 Tep1 ENSMUSG00000006281 0.004787927 0.063161972 −0.95245391 981.7871334 TEP1 Zfp112 ENSMUSG00000052675 0.004829136 0.063163419 −1.041550117 19.37446062 ZNF112 Zmym3 ENSMUSG00000031310 0.004843402 0.063194562 −0.541459127 745.7185446 ZMYM3 Csrnp1 ENSMUSG00000032515 0.004844469 0.063194562 −0.636381524 2137.416521 CSRNP1 Rnf213 ENSMUSG00000070327 0.004854846 0.063273376 −1.534003425 3460.74652 RNF213 Pik3c2b ENSMUSG00000026447 0.004872695 0.063400617 −1.281902831 3027.686018 PIK3C2B AW554918 ENSMUSG00000033632 0.004923976 0.063400617 −0.665426781 264.6898486 KIAA1328 Junb ENSMUSG00000052837 0.004964373 0.063400617 −1.077389476 5217.437044 JUNB Mgat4a ENSMUSG00000026110 0.004972945 0.063400617 −1.18800224 987.5953597 MGAT4A Cd302 ENSMUSG00000060703 0.004975971 0.063400617 −1.188706479 38.06684966 CD302 Tmcc3 ENSMUSG00000020023 0.004979606 0.063400617 −1.258450169 151.4550485 TMCC3 Kcng1 ENSMUSG00000074575 0.004989246 0.063400617 −1.206992014 51.83194036 KCNG1 Mtcp1 ENSMUSG00000031200 0.004997812 0.063400617 −1.27792211 138.7569717 CMC4 Amigo3 ENSMUSG00000032593 0.005013296 0.063400617 −1.231008729 98.18197283 AMIGO3 Map3k9 ENSMUSG00000042724 0.00502935 0.063400617 −1.29755695 800.0182799 MAP3K9 Insr ENSMUSG00000005534 0.005031478 0.063400617 −1.401230214 410.6007626 INSR Hfe ENSMUSG00000006611 0.005034001 0.063400617 −1.420298017 41.01244102 HFE Tnfaip3 ENSMUSG00000019850 0.005048695 0.063476148 −1.293504858 1834.228509 TNFAIP3 Tmem170b ENSMUSG00000087370 0.005100505 0.06396329 −1.242339415 281.2235186 TMEM170B St6galnac2 ENSMUSG00000057286 0.005162675 0.064301438 −1.296597821 13.47907473 ST6GALNAC2 Adamtsl4 ENSMUSG00000015850 0.00518308 0.064301438 −1.039438821 106.148533 ADAMTSL4 Plxnb3 ENSMUSG00000031385 0.005185852 0.064301438 −1.383598251 11.54105353 PLXNB3 1700029J07Rik ENSMUSG00000071103 0.005189223 0.064301438 −1.006833881 124.0464484 C4orf47 Ghrl ENSMUSG00000064177 0.005282908 0.064484775 −1.945347672 6.752720904 GHRL Zfp831 ENSMUSG00000050600 0.005322418 0.064745525 −1.442124786 738.7168355 ZNF831 Ankrd11 ENSMUSG00000035569 0.005327079 0.064745525 −1.481449147 3727.235855 ANKRD11 Ikbke ENSMUSG00000042349 0.005392208 0.065103445 −0.804442999 270.451603 IKBKE Hspa1a ENSMUSG00000091971 0.00540187 0.065107898 −2.01272039 1638.470421 HSPA1B Hspa1a ENSMUSG00000091971 0.00540187 0.065107898 −2.01272039 1638.470421 HSPA1A Smg1 ENSMUSG00000030655 0.005414353 0.065107898 −1.620661319 5537.654304 SMG1 Paqr9 ENSMUSG00000064225 0.005415298 0.065107898 −1.43889666 11.23505493 PAQR9 Huwe1 ENSMUSG00000025261 0.005430988 0.065158666 −1.474874189 6709.960857 HUWE1 Atp8b4 ENSMUSG00000060131 0.005432493 0.065158666 −1.153326875 29.11909392 ATP8B4 Trim7 ENSMUSG00000040350 0.005460034 0.065221046 −0.749729901 2125.564446 TRIM7 Iffo1 ENSMUSG00000038271 0.005469791 0.065284165 −0.723614942 782.5437224 IFFO1 Lrrc16b ENSMUSG00000022211 0.005517392 0.065322115 −0.916604133 48.51566458 LRRC16B Zfp113 ENSMUSG00000037007 0.005517721 0.065322115 −1.073910455 182.7190222 ZNF3 Slc4a8 ENSMUSG00000023032 0.005534959 0.065394022 −1.021457519 698.6968473 SLC4A8 Kcnb1 ENSMUSG00000050556 0.005542382 0.065401897 −0.987740681 109.5872635 KCNB1 Wdr13 ENSMUSG00000031166 0.005596886 0.065779187 −1.161926916 368.6716062 WDR13 Mob1b ENSMUSG00000006262 0.005616374 0.065955123 −0.977642742 507.2650533 MOB1B Zcchc7 ENSMUSG00000035649 0.005624965 0.065991755 −1.033788412 1941.581156 ZCCHC7 Col7a1 ENSMUSG00000025650 0.005628536 0.065991755 −1.147532895 27.14193201 COL7A1 Mybpc3 ENSMUSG00000002100 0.005654101 0.066079188 −1.16002188 11.44074656 MYBPC3 Zzef1 ENSMUSG00000055670 0.005690898 0.066188857 −1.275593674 1810.175411 ZZEF1 Isl1 ENSMUSG00000042258 0.005724826 0.066188857 −1.037685718 45.06655869 ISL1 Slc9a9 ENSMUSG00000031129 0.005757394 0.066188857 −0.832841552 71.06300195 SLC9A9 Klf11 ENSMUSG00000020653 0.005771183 0.066188857 −1.355579779 165.3404477 KLF11 Ccl3 ENSMUSG00000000982 0.005780896 0.066188857 −1.443307871 25.28154734 CCL3L3 Fat1 ENSMUSG00000070047 0.005782589 0.066188857 −1.967272625 6.060135749 FAT1 Lrch4 ENSMUSG00000029720 0.005809925 0.066188857 −1.075722367 65.25377889 LRCH4 Herc2 ENSMUSG00000030451 0.005815333 0.066188857 −1.532534847 2148.837442 HERC2 Palm3 ENSMUSG00000047986 0.005820557 0.066188857 −1.191443456 19.84764565 PALM3 Dsel ENSMUSG00000038702 0.005831258 0.066188857 −0.98287202 15.73048342 DSEL Med1 ENSMUSG00000018160 0.005848133 0.06627733 −1.105994554 1269.517001 MED1 Rnf150 ENSMUSG00000047747 0.005902488 0.0665206 −1.54731947 4.722111847 RNF150 Ccnj ENSMUSG00000025010 0.005906056 0.0665206 −1.151212748 200.6602739 CCNJ Dbndd1 ENSMUSG00000031970 0.005929244 0.066627542 −1.670026792 8.639444548 DBNDD1 Plxdc1 ENSMUSG00000017417 0.005952523 0.066628684 −1.234409063 12.45504943 PLXDC1 Ppm1k ENSMUSG00000037826 0.005953266 0.066628684 −1.286787958 503.49303 PPM1K Hsd3b7 ENSMUSG00000042289 0.005963327 0.066628684 −0.66988067 47.16164 HSD3B7 Rxra ENSMUSG00000015846 0.006014065 0.066693009 −1.275539069 62.88204094 RXRA Snapc4 ENSMUSG00000036281 0.006027291 0.066693009 −0.977672401 567.576063 SNAPC4 Eng ENSMUSG00000026814 0.00604389 0.066693009 −1.507521038 9.067408936 ENG Mafg ENSMUSG00000051510 0.006059564 0.066693009 −0.987908116 354.4876684 MAFG Aak1 ENSMUSG00000057230 0.006125685 0.067058591 −1.28357627 209.4298147 AAK1 Hdgfrp3 ENSMUSG00000025104 0.006130934 0.067058591 −1.617522948 35.61538229 HDGFRP3 Ppl ENSMUSG00000039457 0.006132988 0.067058591 −1.420542331 105.313222 PPL F8 ENSMUSG00000031196 0.006140491 0.067064609 −0.949792321 28.91801433 F8 Sfxn5 ENSMUSG00000033720 0.006174661 0.067162096 −0.664024562 121.0857564 SFXN5 Zfp329 ENSMUSG00000057894 0.006205406 0.067267616 −1.098171615 350.5182412 ZNF329 Fan1 ENSMUSG00000033458 0.006207404 0.067267616 −1.28583474 73.11320238 FAN1 Slc38a9 ENSMUSG00000069056 0.006217953 0.067282035 −1.317676608 79.57055357 SLC38A9 Setbp1 ENSMUSG00000024548 0.006263451 0.067508043 −1.467343435 923.3840662 SETBP1 Fry ENSMUSG00000056602 0.006273479 0.067508043 −1.438069053 454.1576082 FRY Lrp5 ENSMUSG00000024913 0.006281916 0.067508043 −1.200802026 20.17448104 LRP5 Ampd3 ENSMUSG00000005686 0.006285088 0.067508043 −1.177240612 101.6812504 AMPD3 Heatr5b ENSMUSG00000073113 0.006299001 0.067607739 −1.000644902 21.57806596 HEATR5B Rbbp6 ENSMUSG00000030779 0.006352633 0.067912648 −1.111321921 2263.888205 RBBP6 Mfsd9 ENSMUSG00000041945 0.006376618 0.068040562 −1.268604805 11.31954383 MFSD9 Megf8 ENSMUSG00000045039 0.006424186 0.068296032 −1.535851825 17.50301396 MEGF8 Ccr3 ENSMUSG00000035448 0.006454714 0.068402961 −1.338024426 54.02627742 CCR3 Rbm15 ENSMUSG00000048109 0.006487665 0.068547606 −1.007967982 676.3291177 RBM15 Rab3il1 ENSMUSG00000024663 0.006500087 0.068547606 −1.417229715 36.77181948 RAB3IL1 Cep97 ENSMUSG00000022604 0.006571376 0.068860286 −0.799332426 327.8690795 CEP97 Sned1 ENSMUSG00000047793 0.006588593 0.068891979 −1.500202894 10.86745422 SNED1 Ephb2 ENSMUSG00000028664 0.006634926 0.068891979 −1.289117984 84.99084886 EPHB2 Capn3 ENSMUSG00000079110 0.006644226 0.068891979 −1.107875414 22.61978555 CAPN3 Prkdc ENSMUSG00000022672 0.006676123 0.06891893 −1.322132873 932.1180528 PRKDC Dcaf10 ENSMUSG00000035572 0.006684921 0.068960984 −0.58808453 444.4298506 DCAF10 Igsf6 ENSMUSG00000035004 0.006744162 0.06909071 −1.282504898 54.58029474 IGSF6 Dnmt3a ENSMUSG00000020661 0.006794 0.069153049 −0.997039468 510.6695913 DNMT3A Rapgef4 ENSMUSG00000049044 0.006797874 0.069153049 −0.776932861 325.4108559 RAPGEF4 Prkab2 ENSMUSG00000038205 0.006802918 0.069153049 −1.197868527 188.1813361 PRKAB2 Nfic ENSMUSG00000055053 0.006819277 0.069221825 −0.96858722 255.2294523 NFIC Pou6f1 ENSMUSG00000009739 0.006861902 0.069439372 −1.068296249 871.4861743 POU6F1 Dopey2 ENSMUSG00000022946 0.006887921 0.069464463 −1.061419275 373.3857369 DOPEY2 Pcf11 ENSMUSG00000041328 0.006917224 0.069484715 −1.222381213 1799.227623 PCF11 Trim36 ENSMUSG00000033949 0.006921338 0.069484715 −1.252366973 72.35444993 TRIM36 Klhdc10 ENSMUSG00000029775 0.006994734 0.069932964 −0.665516207 379.1279401 KLHDC10 Clcn1 ENSMUSG00000029862 0.007005496 0.069944749 −1.570622082 4.617537397 CLCN1 Ric8b ENSMUSG00000035620 0.007029323 0.070065212 −0.631125899 295.3321598 RIC8B Siglece ENSMUSG00000030474 0.007046835 0.070108842 −1.470618851 41.54527022 SIGLEC9 Zfand1 ENSMUSG00000039795 0.007094405 0.070113266 −0.637343811 164.3488286 ZFAND1 Adam8 ENSMUSG00000025473 0.007099643 0.07011738 −1.036707183 24.71823835 ADAM8 Bod1l ENSMUSG00000061755 0.007106209 0.070134776 −1.543825167 1261.686746 BOD1L1 8030462N17Rik ENSMUSG00000047466 0.007145753 0.070287439 −0.922145578 338.3174376 C1801125 Gtpbp2 ENSMUSG00000023952 0.007159196 0.070309167 −0.772834724 1803.078417 GTPBP2 Lair1 ENSMUSG00000055541 0.007249811 0.070348737 −1.037738249 105.3515399 LAIR1 P2rx1 ENSMUSG00000020787 0.007254594 0.070348737 −1.254284652 12.15216666 P2RX1 C4a ENSMUSG00000015451 0.007287478 0.070348737 −1.01503145 16.26541338 C4B C4a ENSMUSG00000015451 0.007287478 0.070348737 −1.01503145 16.26541338 C4A Hoxb4 ENSMUSG00000038692 0.007287846 0.070348737 −1.209095074 14.45189147 HOXB4 Gas7 ENSMUSG00000033066 0.007392635 0.070621924 −1.009367658 81.37762259 GAS7 Brca2 ENSMUSG00000041147 0.007484544 0.070998401 −1.191456499 238.2777251 BRCA2 Nbeal2 ENSMUSG00000056724 0.007531899 0.071206686 −1.126827729 808.7592777 NBEAL2 Kif19a ENSMUSG00000010021 0.007622393 0.071736989 −0.734737348 91.5843586 KIF19 Ica1l ENSMUSG00000026018 0.007690092 0.071775223 −1.443336665 7.367650444 ICA1L Ttc23 ENSMUSG00000030555 0.007702962 0.071775223 −0.812200801 21.91071957 TTC23 Atxn7l1 ENSMUSG00000020564 0.007705129 0.071775223 −0.824102575 989.933163 ATXN7L1 Cul9 ENSMUSG00000040327 0.007788677 0.072118409 −0.864679679 308.5469277 CUL9 Plec ENSMUSG00000022565 0.007804307 0.072165478 −1.54174215 1574.721059 PLEC Kcnj16 ENSMUSG00000051497 0.007835819 0.072220199 −1.511399235 17.29287385 KCNJ16 Slc3a1 ENSMUSG00000024131 0.007848542 0.072220199 −1.383078768 7.33339704 SLC3A1 Eif4ebp3 ENSMUSG00000090264 0.007885379 0.072283221 −1.776557782 5.771300248 EIF4EBP3 Mks1 ENSMUSG00000034121 0.007891176 0.072283221 −0.550475874 233.977386 MKS1 Fblim1 ENSMUSG00000006219 0.007933775 0.072341363 −0.81082868 29.76432556 FBLIM1 Itga4 ENSMUSG00000027009 0.007967186 0.072341363 −1.413970532 1931.831585 ITGA4 Ikbkb ENSMUSG00000031537 0.007968547 0.072341363 −0.89207925 2706.709153 IKBKB Rc3h2 ENSMUSG00000075376 0.008032308 0.072378521 −1.364570284 932.1174907 RC3H2 Haus5 ENSMUSG00000078762 0.008062662 0.072438104 −0.283835278 679.5890562 HAUS5 Ptpn23 ENSMUSG00000036057 0.008064117 0.072438104 −0.994782459 739.6890278 PTPN23 Myl9 ENSMUSG00000067818 0.008082098 0.072510375 −1.549232468 5.941545471 MYL9 Glcci1 ENSMUSG00000029638 0.00810744 0.072555875 −1.6279329 50.39073291 GLCCI1 Kifc2 ENSMUSG00000004187 0.008121568 0.072596773 −0.774165418 71.08273593 KIFC2 Synj1 ENSMUSG00000022973 0.008164294 0.072836589 −1.161059001 317.353507 SYNJ1 Nlrc4 ENSMUSG00000039193 0.008185729 0.072836589 −0.735662725 598.0362046 NLRC4 Itpr1 ENSMUSG00000030102 0.008211332 0.072836589 −1.433819177 1622.512534 ITPR1 Pgap1 ENSMUSG00000073678 0.008212343 0.072836589 −1.295297968 243.338791 PGAP1 Ttc28 ENSMUSG00000033209 0.008245609 0.072969953 −1.297327488 106.70871 TTC28 Map4k2 ENSMUSG00000024948 0.00827772 0.072969953 −0.78559624 5121.273547 MAP4K2 Slc9a8 ENSMUSG00000039463 0.008297202 0.073048404 −0.652089377 1216.717822 SLC9A8 Map3k2 ENSMUSG00000024383 0.008348944 0.073238905 −1.350346656 682.1872842 MAP3K2 Tnfrsf19 ENSMUSG00000060548 0.008421582 0.073566153 −1.41626026 8.20855857 TNFRSF19 Plxna1 ENSMUSG00000030084 0.008431607 0.073566153 −1.2286356 94.76484065 PLXNA1 Wipi2 ENSMUSG00000029578 0.008456703 0.073653039 −0.487224804 1735.024181 WIPI2 Tcte1 ENSMUSG00000023949 0.008632849 0.074454297 −1.202709829 18.31170416 TCTE1 Tnik ENSMUSG00000027692 0.008652909 0.074454297 −1.252380548 62.58573792 TNIK B4galt6 ENSMUSG00000056124 0.00868173 0.074543057 −1.262365127 7.834040838 B4GALT6 Kcnc1 ENSMUSG00000058975 0.008684849 0.074543057 −0.915850033 30.18553447 KCNC1 4932438A13Rik ENSMUSG00000037270 0.008686562 0.074543057 −1.437686908 2636.784272 KIAA1109 Plcxd2 ENSMUSG00000087141 0.00873337 0.074762504 −1.415657244 155.538752 PLCXD2 Cubn ENSMUSG00000026726 0.008737753 0.074762504 −1.327862452 5.270437768 CUBN Sfi1 ENSMUSG00000023764 0.008803498 0.075095961 −0.828576189 2164.403671 SFI1 Dusp18 ENSMUSG00000047205 0.008807583 0.075095961 −1.363665468 5.859329124 DUSP18 Tulp4 ENSMUSG00000034377 0.008910063 0.075366556 −1.029548616 374.1201536 TULP4 Zfp609 ENSMUSG00000040524 0.008929624 0.075452185 −1.397384853 292.4276051 ZNF609 Aire ENSMUSG00000000731 0.008963416 0.075452185 −1.188740601 288.4261911 AIRE Epb4.1l1 ENSMUSG00000027624 0.008989707 0.075452185 −1.504385872 7.357302465 EPB41L1 Slc24a5 ENSMUSG00000035183 0.009004574 0.075466731 −1.398389371 11.00741238 SLC24A5 Dmxl2 ENSMUSG00000041268 0.009006422 0.075466731 −1.38499073 102.8793973 DMXL2 Egf ENSMUSG00000028017 0.009030382 0.075466731 −0.839725579 34.96998486 EGF Itgb8 ENSMUSG00000025321 0.009035378 0.075466731 −1.424100187 29.70300082 ITGB8 Ttll3 ENSMUSG00000030276 0.009060147 0.075466731 −0.897196027 229.134985 TTLL3 Ulk3 ENSMUSG00000032308 0.009080264 0.075566723 −0.59051229 709.6822763 ULK3 Il18r1 ENSMUSG00000026070 0.009097507 0.075624321 −1.391598706 128.4917149 IL18R1 Prr22 ENSMUSG00000090273 0.009104819 0.075642027 −0.819095831 19.44019122 PRR22 Btbd11 ENSMUSG00000020042 0.009127177 0.075735185 −1.425794149 5.042056587 BTBD11 Zfp318 ENSMUSG00000015597 0.009176156 0.075735185 −1.395553179 1929.947983 ZNF318 Klf12 ENSMUSG00000072294 0.009189901 0.075735185 −1.374393318 52.04201957 KLF12 Timd4 ENSMUSG00000055546 0.009204937 0.07574096 −1.223804755 26.80434413 TIMD4 Atf7 ENSMUSG00000052414 0.009224568 0.075774346 −1.13733044 330.7587183 ATF7 Pggt1b ENSMUSG00000024477 0.009273798 0.076135901 −0.794339849 438.3002968 PGGT1B 6330408A02Rik ENSMUSG00000070814 0.009349864 0.076301544 −0.83965435 124.1229997 C19orf68 Slc7a8 ENSMUSG00000022180 0.009400941 0.076362011 −1.362461261 18.84625293 SLC7A8 Oaf ENSMUSG00000032014 0.009474784 0.076482045 −1.338191086 5.323340694 OAF Epb4.1l3 ENSMUSG00000024044 0.009497623 0.076510375 −1.390452016 35.21219197 EPB41L3 Cpd ENSMUSG00000020841 0.009579655 0.076743728 −1.214763362 66.18727319 CPD Zbtb43 ENSMUSG00000026788 0.009590203 0.076743728 −1.179724555 482.4853546 ZBTB43 Pf4 ENSMUSG00000029373 0.009606944 0.076762804 −1.282712847 7.78264168 PF4 Fbxl18 ENSMUSG00000066640 0.009632796 0.076794062 −0.932708501 208.3937876 FBXL18 Cd8a ENSMUSG00000053977 0.009660648 0.076796357 −1.199732644 21.17237337 CD8A Shb ENSMUSG00000044813 0.009664651 0.076796357 −1.007689943 62.78622235 SHB Mast1 ENSMUSG00000053693 0.009670486 0.076800919 −1.235703388 25.47046984 MAST1 Rccd1 ENSMUSG00000038930 0.009700371 0.076870965 −0.614437766 330.4262645 RCCD1 BC017158 ENSMUSG00000030780 0.009734412 0.077098865 −0.447126887 279.8311681 C16orf58 Bcl9l ENSMUSG00000063382 0.009745742 0.07711483 −1.331878174 643.554208 BCL9L Cd300lb ENSMUSG00000063193 0.009751711 0.07711483 −1.516559706 8.868505377 CD300LB Zfp867 ENSMUSG00000054519 0.009773899 0.077160413 −0.70745998 99.61684205 ZNF627 Eml5 ENSMUSG00000051166 0.009804541 0.077208873 −1.250789071 536.441661 EML5 Zcchc4 ENSMUSG00000029179 0.009823956 0.077221476 −0.653739629 367.9298302 ZCCHC4 Fam179a ENSMUSG00000045761 0.009868742 0.077240875 −1.256245883 11.75812909 FAM179A Apc ENSMUSG00000005871 0.009971268 0.077461736 −1.512694223 1193.695641 APC Zufsp ENSMUSG00000039531 0.009979342 0.077467882 −0.571475058 872.6293115 ZUFSP Mitf ENSMUSG00000035158 0.010003561 0.077523519 −1.377312097 9.762648442 MITF Cabin1 ENSMUSG00000020196 0.010014623 0.077550903 −0.705389929 1908.191728 CABIN1 Itpripl2 ENSMUSG00000073858 0.010034802 0.077638083 −1.549402052 7.266360753 ITPRIPL2 Atf7ip ENSMUSG00000053935 0.010036519 0.077638083 −1.249684979 473.0102725 ATF7IP Tnrc6c ENSMUSG00000025571 0.010098179 0.077738507 −1.370300193 1068.118831 TNRC6C Bace1 ENSMUSG00000032086 0.010100092 0.077738507 −1.581333569 107.0940562 BACE1 Arhgap31 ENSMUSG00000022799 0.010102722 0.077738507 −1.070499824 351.5413968 ARHGAP31 Camk2g ENSMUSG00000021820 0.010114604 0.077738507 −0.69358034 359.6236645 CAMK2G Abcc5 ENSMUSG00000022822 0.010148019 0.077738507 −1.037009776 283.9034448 ABCC5 Ankdd1b ENSMUSG00000047117 0.010197876 0.077805875 −0.690139797 28.30465108 ANKDD1B Rel ENSMUSG00000020275 0.010217197 0.077805875 −1.24474685 751.2718915 REL Coro7 ENSMUSG00000039637 0.01021946 0.077805875 −0.679054753 2271.570983 COR07-PAM16 Coro7 ENSMUSG00000039637 0.01021946 0.077805875 −0.679054753 2271.570983 COR07 Fam84b ENSMUSG00000072568 0.010235383 0.077805875 −1.279368329 153.003237 FAM84B Dock7 ENSMUSG00000028556 0.01026318 0.077824228 −1.325236649 13.18297993 DOCK7 Scn1b ENSMUSG00000019194 0.010279127 0.077889678 −1.507647476 10.25864626 SCN1B Coro2a ENSMUSG00000028337 0.010282483 0.077889678 −0.766701661 1175.534362 CORO2A Smarcad1 ENSMUSG00000029920 0.010298272 0.07790701 −0.512818993 650.0448339 SMARCAD1 Ep400 ENSMUSG00000029505 0.010310769 0.077942155 −1.227772446 3221.936449 EP400 Pcyt1a ENSMUSG00000005615 0.010338473 0.077952492 −0.92222021 219.1119949 PCYT1A Sytl2 ENSMUSG00000030616 0.010343618 0.077952492 −1.498680012 3.879270156 SYTL2 Pigl ENSMUSG00000014245 0.010379841 0.077952492 −0.538816063 163.6964408 PIGL Crybg3 ENSMUSG00000022723 0.010402189 0.077952492 −1.181733286 272.8233253 CRYBG3 Tgm1 ENSMUSG00000022218 0.010429239 0.078036842 −1.362663195 37.77807492 TGM1 Fanca ENSMUSG00000032815 0.010436785 0.078045976 −0.530541536 402.1041096 FANCA Teti ENSMUSG00000047146 0.010465681 0.078181957 −1.565179149 9.24043738 TETI Rbak ENSMUSG00000061898 0.010480995 0.078256307 −1.096973558 178.9377105 RBAK Trp53inp2 ENSMUSG00000038375 0.010567025 0.078315781 −1.030868272 237.5116097 TP53INP2 Traf3 ENSMUSG00000021277 0.010581861 0.078315781 −0.981581757 1147.414028 TRAF3 Asxl2 ENSMUSG00000037486 0.010604351 0.078375553 −1.203026061 1459.529668 ASXL2 Tomt ENSMUSG00000078630 0.010631728 0.078458711 −1.320509765 9.686753967 LRTOMT Fzd7 ENSMUSG00000041075 0.010656151 0.078534581 −1.553523229 4.871059402 FZD7 Gm15800 ENSMUSG00000042744 0.010658149 0.078534581 −1.282111988 1435.465857 HECTD4 Dcdc2b ENSMUSG00000078552 0.010711017 0.07878532 −0.847482737 19.73892051 DCDC2B Vamp1 ENSMUSG00000030337 0.01075619 0.078842585 −1.118476656 590.3626967 VAMP1 Lpp ENSMUSG00000033306 0.010770895 0.078842585 −1.35364225 1178.236921 LPP Adamts10 ENSMUSG00000024299 0.01078637 0.078842585 −0.803103708 555.7565365 ADAMTS10 Arid3b ENSMUSG00000004661 0.010833864 0.078976016 −0.883450121 1073.825873 ARID3B Tnfrsf14 ENSMUSG00000042333 0.010856609 0.078976016 −0.764972942 211.1197315 TNFRSF14 Slc9a5 ENSMUSG00000014786 0.010920563 0.078998504 −0.920059587 86.75320744 SLC9A5 Armcx5 ENSMUSG00000072969 0.010925785 0.078998504 −0.848281897 211.1113973 ARMCX5 Pde7a ENSMUSG00000069094 0.010961749 0.079068331 −0.777034393 3063.094707 PDE7A Atp6v0a1 ENSMUSG00000019302 0.01097445 0.079068331 −0.681684194 1341.480343 ATP6V0A1 Nlrp3 ENSMUSG00000032691 0.011010566 0.079162474 −1.360081646 6.66949537 NLRP3 Parp4 ENSMUSG00000054509 0.011025369 0.079162474 −1.162848635 1349.639882 PARP4 Acvr2a ENSMUSG00000052155 0.011078839 0.079429181 −1.410795042 39.41078536 ACVR2A Klhl15 ENSMUSG00000043929 0.01110063 0.079546341 −0.722058534 130.8752231 KLHL15 H6pd ENSMUSG00000028980 0.011139486 0.079629323 −0.945303747 159.2618312 H6PD Ahnak2 ENSMUSG00000072812 0.011193122 0.07977832 −1.598257354 5.196868755 AHNAK2 Vps13d ENSMUSG00000020220 0.011247414 0.079906123 −1.395797153 1714.340931 VPS13D Pparg ENSMUSG00000000440 0.011266344 0.079906123 −1.268339931 23.51793828 PPARG Rdh5 ENSMUSG00000025350 0.011310794 0.079906123 −0.66050462 53.16966775 RDH5 Elac1 ENSMUSG00000036941 0.011319719 0.079906123 −0.99352373 254.0938282 ELAC1 Snx21 ENSMUSG00000050373 0.01132781 0.079906123 −0.99227817 56.81944821 SNX21 Atrx ENSMUSG00000031229 0.011369959 0.080094606 −1.477889154 3213.381127 ATRX Cflar ENSMUSG00000026031 0.011382236 0.080094606 −0.840014556 932.5102315 CFLAR Fpr2 ENSMUSG00000052270 0.011398353 0.080094606 −1.583510094 11.91190566 FPR2 Gatsl2 ENSMUSG00000015944 0.011413786 0.080094606 −1.011859696 45.13997458 GATSL2 Zfp182 ENSMUSG00000054737 0.011418571 0.080094606 −0.934727361 355.9913983 ZNF182 Vps13b ENSMUSG00000037646 0.01152131 0.080416747 −1.219340813 1775.383479 VPS13B Zfc3h1 ENSMUSG00000034163 0.011529173 0.080416747 −1.153676097 1066.170397 ZFC3H1 Scn11a ENSMUSG00000034115 0.011568523 0.080448967 −1.399713114 25.44866353 SCN11A Slc37a1 ENSMUSG00000024036 0.011589979 0.080448967 −0.4685812 419.8661639 SLC37A1 K1h117 ENSMUSG00000078484 0.011607689 0.080452452 −0.724141288 487.3366677 KLHL17 Mink1 ENSMUSG00000020827 0.011612887 0.080452452 −1.080707027 962.9203679 MINK1 Fam160a2 ENSMUSG00000044465 0.011633901 0.080479239 −0.701047218 425.3063312 FAM160A2 Iqsec1 ENSMUSG00000034312 0.011687417 0.080554359 −1.093656066 1786.461153 IQSEC1 Dcaf17 ENSMUSG00000041966 0.011714786 0.080554359 −0.547531481 492.8370775 DCAF17 Fgfr1op ENSMUSG00000069135 0.011722399 0.080561139 −0.763547185 905.6041286 FGFR1OP Ccdc157 ENSMUSG00000051427 0.011789868 0.080777152 −1.029000742 183.4357355 CCDC157 Clip2 ENSMUSG00000063146 0.011826074 0.080777152 −1.122569614 1329.764484 CLIP2 Itsn1 ENSMUSG00000022957 0.01182741 0.080777152 −0.903866867 255.9923569 ITSN1 Asb1 ENSMUSG00000026311 0.011842372 0.080777152 −0.831421912 462.6032187 ASB1 Mlh3 ENSMUSG00000021245 0.011856197 0.080833677 −1.04460159 209.1006906 MLH3 Zfp799 ENSMUSG00000059000 0.011910005 0.080951538 −0.732542317 65.27742718 ZNF799 Zfp169 ENSMUSG00000050954 0.011926204 0.081003752 −1.294908135 167.1144371 ZNF169 Cbfa2t2 ENSMUSG00000038533 0.011962036 0.081070464 −0.908767566 371.3575282 CBFA2T2 Chd9 ENSMUSG00000056608 0.011994045 0.081166932 −1.100159791 1491.218452 CHD9 Irf2bp2 ENSMUSG00000051495 0.012021745 0.081235296 −0.76236622 756.3026508 IRF2BP2 Cds2 ENSMUSG00000058793 0.012049733 0.081235296 −1.025521462 2172.610644 CDS2 Fgfr1 ENSMUSG00000031565 0.012051033 0.081235296 −1.376954383 6.561949327 FGFR1 Kdm6b ENSMUSG00000018476 0.012147736 0.081414373 −1.225070515 476.2268269 KDM6B Eml6 ENSMUSG00000044072 0.012185013 0.081574279 −0.935140648 158.0163731 EML6 Zfp652 ENSMUSG00000075595 0.012191332 0.081574279 −1.149662359 838.1985096 ZNF652 Ern1 ENSMUSG00000020715 0.012193949 0.081574279 −1.144574032 333.6826332 ERN1 Pikfyve ENSMUSG00000025949 0.012204559 0.081601543 −1.234326087 653.0891598 PIKFYVE Arap2 ENSMUSG00000037999 0.012237526 0.081613544 −1.326495466 850.5387718 ARAP2 Notch2 ENSMUSG00000027878 0.012261467 0.081613544 −1.347836903 2849.787421 NOTCH2 Pilra ENSMUSG00000046245 0.012305428 0.081677278 −1.264267285 54.74976696 PILRA Ypel1 ENSMUSG00000022773 0.012380591 0.081884681 −1.274817096 20.16524856 YPEL1 Zfp619 ENSMUSG00000068959 0.012408281 0.081997141 −1.16471656 105.1300748 ZNF208 Mapkbp1 ENSMUSG00000033902 0.012434665 0.082041416 −1.318094576 171.109109 MAPKBP1 2310035C23Rik ENSMUSG00000026319 0.012438058 0.082041416 −1.048083287 948.2303659 KIAA1468 Fam175a ENSMUSG00000035234 0.012458381 0.082101576 −0.322958493 357.1688676 FAM175A Rreb1 ENSMUSG00000039087 0.012473416 0.082106217 −1.258615152 566.2203327 RREB1 Vps13c ENSMUSG00000035284 0.012502494 0.082132721 −1.449884329 636.8272029 VPS13C Dicer1 ENSMUSG00000041415 0.012563814 0.082248674 −1.179366227 1209.609337 DICER1 Ypel2 ENSMUSG00000018427 0.012566472 0.082248674 −0.949394041 90.30261257 YPEL2 Glb1l ENSMUSG00000026200 0.012600324 0.082248674 −0.594557335 103.5500513 GLB1L Foxj1 ENSMUSG00000034227 0.012604363 0.082248674 −1.193647 7.897467497 FOXJ1 Mybpc1 ENSMUSG00000020061 0.012640075 0.082270966 −1.105863237 23.95869301 MYBPC1 Ccr5 ENSMUSG00000079227 0.01265449 0.082279553 −0.838907149 45.72863491 CCR5 Abca5 ENSMUSG00000018800 0.012711996 0.08247724 −1.137525942 54.20326943 ABCA5 Rpl5 ENSMUSG00000058558 0.01273057 0.082477951 −0.719350178 185.1102909 RPL5 Phlpp2 ENSMUSG00000031732 0.012742223 0.082477951 −1.296775998 529.3274256 PHLPP2 Gpr137c ENSMUSG00000049092 0.012747347 0.082477951 −0.968774283 32.38544774 GPR137C Agbl3 ENSMUSG00000038836 0.01281255 0.082552489 −0.712128 57.57861492 AGBL3 Rnft2 ENSMUSG00000032850 0.012878863 0.082639568 −1.138329132 13.45292751 RNFT2 Chd7 ENSMUSG00000041235 0.012879702 0.082639568 −1.344358345 1174.750646 CHD7 Snx30 ENSMUSG00000028385 0.012915274 0.082679318 −1.254863809 2511.189704 SNX30 Cry2 ENSMUSG00000068742 0.012933438 0.082693557 −0.780392708 237.0308156 CRY2 Bcl11a ENSMUSG00000000861 0.013059492 0.08313169 −0.846871521 2381.390264 BCL11A Zfp266 ENSMUSG00000060510 0.013064256 0.08313169 −0.836201437 421.7016832 ZNF266 Setd2 ENSMUSG00000044791 0.013076919 0.083153903 −1.233858658 3109.883982 SETD2 Golga4 ENSMUSG00000038708 0.013085396 0.08315521 −1.410611746 946.3615855 GOLGA4 Pkd1 ENSMUSG00000032855 0.013107031 0.083256453 −1.25706393 1450.558608 PKD1 Tom1l2 ENSMUSG00000000538 0.013160293 0.083473397 −0.872553987 354.9400208 TOM1L2 Olfr164 ENSMUSG00000050742 0.013169777 0.083473397 −1.769577951 4.603460573 OR2M3 Ylpm1 ENSMUSG00000021244 0.013238012 0.083666662 −1.269094094 1085.088728 YLPM1 Rnf144b ENSMUSG00000038068 0.01324156 0.083666662 −1.409513394 16.36125811 RNF144B Pygl ENSMUSG00000021069 0.01324386 0.083666662 −1.263482657 30.1429258 PYGL Zbtb10 ENSMUSG00000069114 0.013246181 0.083666662 −1.307274071 163.1503619 ZBTB10 Tnni3 ENSMUSG00000035458 0.013262794 0.083668691 −1.494042954 9.45094598 TNNI3 Slc16a6 ENSMUSG00000041920 0.01328088 0.083717371 −1.006810443 392.8612392 SLC16A6 Trim39 ENSMUSG00000045409 0.013354128 0.083895144 −1.074887341 1079.819369 TRIM39 Plekhg3 ENSMUSG00000052609 0.01338217 0.083903509 −1.296103299 162.5257675 PLEKHG3 Ccdc93 ENSMUSG00000026339 0.013414866 0.083933475 −0.965654671 690.6223703 CCDC93 Srsf6 ENSMUSG00000016921 0.013446932 0.083987327 −0.54523613 4162.449902 SRSF6 Srms ENSMUSG00000027579 0.013467864 0.084043482 −0.728866239 107.6238678 SRMS Ttll4 ENSMUSG00000033257 0.013496395 0.084072805 −1.124863854 699.3602601 TTLL4 Stx16 ENSMUSG00000027522 0.013507237 0.084072805 −1.128009415 1169.25115 STX16 Nnat ENSMUSG00000067786 0.013531746 0.084072805 −1.725508992 5.25931015 NNAT Fcamr ENSMUSG00000026415 0.01355892 0.084072805 −1.362688019 54.51808086 FCAMR Lrrk2 ENSMUSG00000036273 0.013590515 0.084072805 −1.296594474 3758.29599 LRRK2 Pik3r5 ENSMUSG00000020901 0.013594177 0.084072805 −0.891695424 285.3127537 PIK3R5 Chst10 ENSMUSG00000026080 0.01360608 0.084072805 −0.75860699 352.0285415 CHST10 Mest ENSMUSG00000051855 0.013606933 0.084072805 −1.445806419 7.063098048 MEST Sec31b ENSMUSG00000051984 0.013611219 0.084072805 −0.845463405 52.73258518 SEC31B Ppm1h ENSMUSG00000034613 0.013615582 0.084072805 −0.908904339 90.97169596 PPM1H Zfp319 ENSMUSG00000074140 0.013773578 0.084511524 −0.90977173 91.47128561 ZNF319 Rapgef6 ENSMUSG00000037533 0.013813357 0.084622765 −1.264839477 2122.483734 RAPGEF6 Ift172 ENSMUSG00000038564 0.013839401 0.084622765 −0.906813775 494.1281579 IFT172 Vwa3b ENSMUSG00000026115 0.013850167 0.084622765 −0.895667969 42.76212315 VWA3B Cacna1e ENSMUSG00000004110 0.013858321 0.084622765 −1.556859069 1292.314025 CACNA1E Aff1 ENSMUSG00000029313 0.013875677 0.084622765 −1.302883707 1175.504973 AFF1 Ermap ENSMUSG00000028644 0.013892969 0.084622765 −1.450463901 46.88382186 ERMAP Tmem184c ENSMUSG00000031617 0.013930664 0.084622765 −0.525068253 989.7359675 TMEM184C Rhbdf1 ENSMUSG00000020282 0.013938767 0.084622765 −0.516294435 838.4283363 RHBDF1 Soat2 ENSMUSG00000023045 0.013943717 0.084622765 −0.737847006 100.0823366 SOAT2 Gng7 ENSMUSG00000048240 0.01395281 0.084622765 −1.175175213 9.126091088 GNG7 Lmbrd2 ENSMUSG00000039704 0.013971423 0.084622765 −1.334315393 161.8316829 LMBRD2 Lpin1 ENSMUSG00000020593 0.014021343 0.08479343 −0.897112933 158.3380693 LPIN1 Slfn4 ENSMUSG00000000204 0.014055661 0.084909809 −1.37454427 8.686481829 SLFN12L Ralgapa1 ENSMUSG00000021027 0.014059533 0.084909809 −1.035979226 1359.770867 RALGAPA1 Hbs1l ENSMUSG00000019977 0.014137838 0.085171286 −0.383636946 594.4111461 HBS1L Ubr4 ENSMUSG00000066036 0.014165681 0.08529108 −1.367407789 4783.041973 UBR4 Plcg1 ENSMUSG00000016933 0.014169409 0.08529108 −1.05144565 716.5135272 PLCG1 Hivep3 ENSMUSG00000028634 0.014221665 0.085500479 −1.366544196 437.8539865 HIVEP3 Fbxo33 ENSMUSG00000035329 0.014226749 0.085500479 −0.922857492 595.0925604 FBXO33 Atp7a ENSMUSG00000033792 0.014235662 0.085500479 −1.338673753 139.417406 ATP7A Gm5595 ENSMUSG00000069727 0.0142382 0.085500479 −0.773170744 25.05705696 ZNF14 Phyhd1 ENSMUSG00000079484 0.014249014 0.085515489 −1.22606884 8.545978464 PHYHD1 Pdzd3 ENSMUSG00000032105 0.014256958 0.085515489 −1.096249586 18.00905285 PDZD3 Hpgd ENSMUSG00000031613 0.014263393 0.085515489 −1.168539353 58.67471523 HPGD Camsap1 ENSMUSG00000026933 0.01426552 0.085515489 −1.034453308 295.3556777 CAMSAP1 Clk4 ENSMUSG00000020385 0.014292701 0.085577969 −0.746533133 2293.58935 CLK4 Zrsr2 ENSMUSG00000031370 0.014333022 0.085587696 −0.795569435 613.161291 ZRSR2 Tiam1 ENSMUSG00000002489 0.014335062 0.085587696 −1.161710618 18.69859792 TIAM1 Arsg ENSMUSG00000020604 0.014362218 0.085587696 −0.611249494 66.61526984 ARSG Col4a1 ENSMUSG00000031502 0.014362343 0.085587696 −1.736436393 4.319012166 COL4A1 Htt ENSMUSG00000029104 0.014447773 0.085712485 −1.182975753 1374.807682 HTT Nbeal1 ENSMUSG00000073664 0.014576816 0.086106778 −1.42251323 516.0124635 NBEAL1 Dntt ENSMUSG00000025014 0.014586083 0.086106778 −1.485311762 10.27976592 DNTT Mysm1 ENSMUSG00000062627 0.014625077 0.086118908 −1.309020275 899.5386502 MYSM1 Ier2 ENSMUSG00000053560 0.014631424 0.086118908 −1.061424662 1466.65366 IER2 Thsd7a ENSMUSG00000032625 0.014651373 0.086187473 −1.51658018 130.2103467 THSD7A Gabpb2 ENSMUSG00000038766 0.014654882 0.086187473 −1.368904628 2568.323307 GABPB2 Cx3cr1 ENSMUSG00000052336 0.014748951 0.086577436 −1.234893752 24.71223945 CX3CR1 Hmbox1 ENSMUSG00000021972 0.014790464 0.086590072 −1.100806882 411.2616329 HMBOX1 Tmem116 ENSMUSG00000029452 0.014794522 0.086590072 −0.829693167 27.65454245 TMEM116 Nktr ENSMUSG00000032525 0.014816785 0.086685615 −1.276541199 2126.128977 NKTR Son ENSMUSG00000022961 0.014939539 0.086916083 −1.250812194 10173.49236 SON Luc7l2 ENSMUSG00000029823 0.01501031 0.087035524 −1.216686276 3120.446062 LUC7L2 Mga ENSMUSG00000033943 0.015021126 0.087035524 −1.422140515 1856.862273 MGA Mtf1 ENSMUSG00000028890 0.015051469 0.087035524 −0.614696943 565.2191351 MTF1 Osgin1 ENSMUSG00000074063 0.015074657 0.087035524 −0.934577205 35.34599529 OSGIN1 Prrc2b ENSMUSG00000039262 0.015085901 0.087035524 −1.315815004 3211.520645 PRRC2B Atf7ip ENSMUSG00000030213 0.015094996 0.087035524 −1.157296426 1295.961609 ATF7IP Tubb1 ENSMUSG00000016255 0.015121462 0.087043584 −1.469723141 4.437466774 TUBB1 Bambi ENSMUSG00000024232 0.015157437 0.087057911 −1.148265183 26.42514752 BAMBI Bmpr2 ENSMUSG00000067336 0.015172738 0.087057911 −1.334507897 7.503170042 BMPR2 Gpr126 ENSMUSG00000039116 0.015173335 0.087057911 −1.803152709 4.140667144 GPR126 Pofut1 ENSMUSG00000046020 0.01517908 0.087057911 −0.733564734 681.5215003 POFUT1 Camk1 ENSMUSG00000030272 0.015187628 0.087057911 −0.884412759 33.3091197 CAMK1 Zscan18 ENSMUSG00000070822 0.015190072 0.087057911 −0.936068641 41.92761479 ZSCAN18 Cpt1b ENSMUSG00000078937 0.015296491 0.087236616 −1.388248338 4.656045908 CPT1B Clec4a1 ENSMUSG00000049037 0.015321287 0.087284863 −1.260313227 43.50034413 ZNF705A Ankzf1 ENSMUSG00000026199 0.015360904 0.087284863 −0.627372186 644.9610673 ANKZF1 Tbc1d9 ENSMUSG00000031709 0.015366445 0.087284863 −1.229353144 120.5297296 TBC1D9 Akap13 ENSMUSG00000066406 0.015446813 0.087284863 −1.36765445 6065.538078 AKAP13 Large ENSMUSG00000004383 0.015469655 0.087284863 −1.718597325 4.55211812 LARGE Zfp451 ENSMUSG00000042197 0.015500985 0.087284863 −1.071814361 670.2461643 ZNF451 Snrnp48 ENSMUSG00000021431 0.015501114 0.087284863 −0.461869294 620.0762651 SNRNP48 Ccnt2 ENSMUSG00000026349 0.015517392 0.087284863 −1.128650326 1592.840299 CCNT2 Per3 ENSMUSG00000028957 0.015537494 0.087284863 −1.230573666 84.97264151 PER3 Zc3h12a ENSMUSG00000042677 0.015622475 0.087554701 −0.746839415 635.7939315 ZC3H12A Slc26a2 ENSMUSG00000034320 0.015638796 0.087554701 −1.165021166 396.2704163 SLC26A2 Bdp1 ENSMUSG00000049658 0.015639697 0.087554701 −1.40316165 977.7803975 BDP1 Nap1l5 ENSMUSG00000055430 0.015643123 0.087554701 −1.59336728 4.272282326 NAP1L5 Prpf40b ENSMUSG00000023007 0.015662169 0.087611499 −0.863146261 181.1449725 PRPF40B BC049715 ENSMUSG00000047515 0.015665274 0.087611499 −0.969711821 14.44523504 C12orf60 Hlcs ENSMUSG00000040820 0.015685998 0.087660225 −0.599258484 657.5224388 HLCS Phf20l1 ENSMUSG00000072501 0.015806079 0.087879521 −1.309698817 825.0755001 PHF20L1 Inpp4a ENSMUSG00000026113 0.015954269 0.088257431 −1.137529888 422.0426148 INPP4A Gspt2 ENSMUSG00000071723 0.016016795 0.088395311 −1.130172901 8.448835997 GSPT2 Lnpep ENSMUSG00000023845 0.016056573 0.088395311 −1.423623155 2012.995619 LNPEP Snca ENSMUSG00000025889 0.016066477 0.088395311 −1.653914076 37.47042992 SNCA BC030499 ENSMUSG00000037593 0.016066595 0.088395311 −1.318292994 6.051871419 SGK494 Adap2 ENSMUSG00000020709 0.016077509 0.088395311 −1.448725563 17.46968355 ADAP2 Trim40 ENSMUSG00000073399 0.016091193 0.088395311 −1.023776522 12.88183169 TRIM40 Sesn3 ENSMUSG00000032009 0.016091853 0.088395311 −0.784184409 1054.326844 SESN3 Cebpa ENSMUSG00000034957 0.016140471 0.088456158 −0.981001607 26.20247198 CEBPA Wdr11 ENSMUSG00000042055 0.016149472 0.088456158 −0.887442614 816.802302 WDR11 Usp48 ENSMUSG00000043411 0.016225097 0.08863688 −1.077064654 1800.697166 USP48 Znf512b ENSMUSG00000000823 0.016235577 0.088658351 −1.183329772 740.0764865 ZNF512B Disc1 ENSMUSG00000043051 0.016278169 0.088787979 −1.195411885 13.24347935 DISC1 Rai1 ENSMUSG00000062115 0.01629877 0.08883986 −1.003850007 559.4775749 RAI1 Crtc1 ENSMUSG00000003575 0.016331268 0.08898377 −0.657622848 378.3122648 CRTC1 Rgs2 ENSMUSG00000026360 0.016353982 0.089007859 −0.615116525 3983.63183 RGS2 Ino80 ENSMUSG00000034154 0.016449247 0.089260097 −1.068757463 1052.95832 INO80 Ndor1 ENSMUSG00000006471 0.016465402 0.089276715 −0.63707781 1204.967915 NDOR1 Rnf157 ENSMUSG00000052949 0.016476324 0.089276715 −0.417063462 1203.793529 RNF157 Ercc6 ENSMUSG00000054051 0.016488115 0.089276715 −1.248311611 630.521908 ERCC6 Zfp445 ENSMUSG00000047036 0.016497604 0.089276715 −1.374387942 794.9400438 ZNF445 Herc6 ENSMUSG00000029798 0.01651996 0.089278731 −0.479168344 499.7955735 HERC6 Kif21b ENSMUSG00000041642 0.016550411 0.089335086 −1.313960897 3951.091126 KIF21B Plcb2 ENSMUSG00000040061 0.016741841 0.089978148 −1.166546653 799.7453429 PLCB2 Mafb ENSMUSG00000074622 0.016817768 0.090238122 −1.232904092 78.41605515 MAFB Tet3 ENSMUSG00000034832 0.016843747 0.090244986 −1.412408945 950.5493543 TET3 Dak ENSMUSG00000034371 0.016849619 0.090244986 −0.54048695 234.7445952 DAK B3gnt5 ENSMUSG00000022686 0.016860797 0.090244986 −0.893470582 3041.540574 B3GNT5 Gpd1 ENSMUSG00000023019 0.016864678 0.090244986 −1.123377461 12.24390341 GPD1 Ipcef1 ENSMUSG00000064065 0.01693754 0.090563104 −1.197339847 223.1098492 IPCEF1 Cdk12 ENSMUSG00000003119 0.016948738 0.090583774 −1.114775744 1261.43648 CDK12 Fam46a ENSMUSG00000032265 0.017075474 0.090867918 −1.241760066 178.0250189 FAM46A Cep63 ENSMUSG00000032534 0.01709408 0.09089013 −0.643345706 721.3101443 CEP63 Brwd3 ENSMUSG00000063663 0.017104058 0.09089013 −1.288878033 414.7772581 BRWD3 Dnajc27 ENSMUSG00000020657 0.017132721 0.09089013 −0.916556136 365.4529266 DNAJC27 Megf11 ENSMUSG00000036466 0.017144438 0.090903508 −1.397054429 5.992120988 MEGF11 Sidt2 ENSMUSG00000034908 0.01717632 0.090973418 −0.30389852 3650.980474 SIDT2 Bptf ENSMUSG00000040481 0.017219244 0.091068588 −1.255484699 5645.938968 BPTF Scml4 ENSMUSG00000044770 0.017282247 0.091147173 −1.058845613 558.2429221 SCML4 Dync1h1 ENSMUSG00000018707 0.017314966 0.091244245 −1.31189975 4297.71315 DYNC1H1 Grap2 ENSMUSG00000042351 0.017337264 0.091326307 −0.966980345 688.6004098 GRAP2 Gpr68 ENSMUSG00000047415 0.017346335 0.091326307 −0.827817603 14.37827547 GPR68 Safb2 ENSMUSG00000042625 0.01736713 0.091326307 −1.081222905 2419.542369 SAFB2 Ubxn7 ENSMUSG00000053774 0.017377945 0.091337443 −1.161631386 1066.259893 UBXN7 Chd6 ENSMUSG00000057133 0.017400551 0.091337443 −1.275910886 1739.67433 CHD6 Unc13b ENSMUSG00000028456 0.017403684 0.091337443 −1.123222103 20.84620494 UNC13B Ccdc77 ENSMUSG00000030177 0.017441783 0.091450324 −0.711506154 294.3748403 CCDC77 Tub ENSMUSG00000031028 0.01748396 0.091539944 −1.462061832 31.63584374 TUB Cstf3 ENSMUSG00000027176 0.017507937 0.091569224 −0.331073953 737.3833886 CSTF3 Clk2 ENSMUSG00000068917 0.017577028 0.091569224 −0.5001039 1412.030818 CLK2 Ccnl2 ENSMUSG00000029068 0.017584162 0.091569224 −0.780939107 3762.265218 CCNL2 Dip2b ENSMUSG00000023026 0.01763293 0.091655615 −1.133991122 1036.281289 DIP2B Tbl1xr1 ENSMUSG00000027630 0.017654385 0.091688755 −0.965538897 1524.808036 TBL1XR1 Jup ENSMUSG00000001552 0.017742308 0.09180532 −0.986127033 49.20842536 JUP Asxl1 ENSMUSG00000042548 0.017747737 0.09180532 −1.040607547 1579.330115 ASXL1 Drp2 ENSMUSG00000000223 0.017792355 0.091869475 −0.983140086 8.632973327 DRP2 Mgat5 ENSMUSG00000036155 0.017882428 0.092106492 −1.144317333 152.6544653 MGAT5 Cdo1 ENSMUSG00000033022 0.017923746 0.092230527 −0.930566557 11.92817261 CDO1 Nup210l ENSMUSG00000027939 0.01795143 0.092230527 −1.064090562 41.08688347 NUP210L Nsun6 ENSMUSG00000026707 0.017983684 0.092230527 −0.525898694 208.924779 NSUN6 Acsl1 ENSMUSG00000018796 0.017991026 0.092230527 −0.755538669 337.0473674 ACSL1 Epha2 ENSMUSG00000006445 0.018014672 0.092230527 −1.430145009 8.540709877 EPHA2 Ddi2 ENSMUSG00000078515 0.018021228 0.092230527 −1.154007887 920.2798774 DDI2 Hoxb6 ENSMUSG00000000690 0.01803016 0.092230527 −1.408633271 4.529366864 HOXB6 Fbxo48 ENSMUSG00000044966 0.018033016 0.092230527 −0.740128736 46.60243776 FBXO48 Cdon ENSMUSG00000038119 0.018037027 0.092230527 −0.882313552 240.5108328 CDON Cd274 ENSMUSG00000016496 0.018056972 0.092230527 −1.07871155 562.3129892 CD274 Uevld ENSMUSG00000043262 0.018087926 0.092230527 −0.817079183 66.60563383 UEVLD Zfp612 ENSMUSG00000044676 0.018090738 0.092230527 −1.152059327 9.674349939 ZNF23 Klhl28 ENSMUSG00000020948 0.018123377 0.09224091 −0.91884418 288.5210522 KLHL28 Fam89a ENSMUSG00000043068 0.018168698 0.092310644 −0.798230277 26.10340703 FAM89A Zbtb49 ENSMUSG00000029127 0.018232097 0.092568319 −0.476637852 284.1677482 ZBTB49 Ttbk2 ENSMUSG00000090100 0.018295275 0.092695635 −1.391336151 87.55931245 TTBK2 Tgfbi ENSMUSG00000035493 0.018379081 0.092830343 −1.072885574 115.2375347 TGFBI Zfp26 ENSMUSG00000063108 0.018421429 0.092915547 −1.084262276 560.8614655 ZNF778 Lime1 ENSMUSG00000090077 0.018570164 0.09343974 −1.225126372 12.31650091 LIME1 Myo1f ENSMUSG00000024300 0.018662534 0.093807512 −0.882847964 458.6474595 MYO1F Prrc2c ENSMUSG00000040225 0.018715482 0.093894237 −1.47120844 3170.162399 PRRC2C Wdr60 ENSMUSG00000042050 0.018729727 0.093894237 −0.906283249 14.95670664 WDR60 Btbd8 ENSMUSG00000070632 0.018749861 0.093933419 −0.870852395 17.29502599 BTBD8 Ddx19b ENSMUSG00000033658 0.018764804 0.093933419 −0.836449429 484.5248653 DDX19B Gm13139 ENSMUSG00000067916 0.018790437 0.094029487 −1.086064455 10.94732811 ZNF616 Spen ENSMUSG00000040761 0.018829033 0.094096986 −1.381698329 1027.433588 SPEN Col11a2 ENSMUSG00000024330 0.018829367 0.094096986 −0.834142813 190.2070782 COL11A2 Zfp628 ENSMUSG00000074406 0.01883451 0.094096986 −0.542042243 397.8378315 ZNF628 Tas1r3 ENSMUSG00000029072 0.018884467 0.094096986 −0.568213464 51.20226003 TAS1R3 Cep350 ENSMUSG00000033671 0.018926406 0.094096986 −1.377044351 1466.110192 CEP350 Plk3 ENSMUSG00000028680 0.018987117 0.094198506 −0.70968689 229.0856183 PLK3 Serac1 ENSMUSG00000015659 0.019011358 0.094198506 −1.053993423 73.33354374 SERAC1 Hap1 ENSMUSG00000006930 0.019065758 0.094403443 −0.996510611 69.59838136 HAP1 Ccdc9 ENSMUSG00000041375 0.01908246 0.094403443 −0.702718121 1162.527853 CCDC9 Acot11 ENSMUSG00000034853 0.019145482 0.094542043 −1.135314984 30.51018249 ACOT11 Myo9a ENSMUSG00000039585 0.019250347 0.094664867 −1.088410817 303.0822416 MYO9A Aff4 ENSMUSG00000049470 0.019289776 0.094741879 −1.258925338 3470.402189 AFF4 Gpm6a ENSMUSG00000031517 0.019373053 0.094801018 −1.162763364 247.9406564 GPM6A Zmiz1 ENSMUSG00000007817 0.019376935 0.094801018 −1.3866755 931.2942481 ZMIZ1 Dnaic2 ENSMUSG00000034706 0.019413302 0.094832313 −0.986996817 13.02632144 DNAI2 Eme2 ENSMUSG00000073436 0.019415967 0.094832313 −0.729757875 282.211322 EME2 Rgp1 ENSMUSG00000028468 0.019460355 0.094941037 −1.028395859 844.9241291 RGP1 Zkscan1 ENSMUSG00000029729 0.019481088 0.094978437 −1.085946236 335.651014 ZKSCAN1 Ncor2 ENSMUSG00000029478 0.019530941 0.095189696 −1.184467949 1277.810028 NCOR2 Ranbp10 ENSMUSG00000037415 0.019629871 0.095462941 −0.869754355 767.6113446 RANBP10 Nin ENSMUSG00000021068 0.019648724 0.095462941 −1.308382086 1346.623763 NIN Pdp2 ENSMUSG00000048371 0.019723627 0.095703519 −0.849250329 140.40094 PDP2 Adam19 ENSMUSG00000011256 0.01976855 0.095715263 −1.126960649 634.7672398 ADAM19 Rnf214 ENSMUSG00000042790 0.019811125 0.095715263 −0.84177797 309.0177764 RNF214 Lpgat1 ENSMUSG00000026623 0.01981555 0.095715263 −0.879803263 2137.753401 LPGAT1 Acap3 ENSMUSG00000029033 0.019821331 0.095715263 −0.625280884 392.831564 ACAP3 Ppip5k1 ENSMUSG00000033526 0.019822628 0.095715263 −0.668430693 365.8628434 PPIP5K1 Zyg11b ENSMUSG00000034636 0.019826354 0.095715263 −1.139551873 915.9211197 ZYG11B Atad2b ENSMUSG00000052812 0.019844406 0.095715263 −1.330003003 552.766295 ATAD2B Mical3 ENSMUSG00000051586 0.019965345 0.095846214 −0.992577279 224.4029859 MICAL3 Clec4b1 ENSMUSG00000030147 0.019965902 0.095846214 −1.533481839 4.42757991 CLEC4C Degs2 ENSMUSG00000021263 0.020009357 0.096014656 −1.045449322 249.6306372 DEGS2 Hif3a ENSMUSG00000004328 0.020027935 0.096040658 −1.062633445 8.487928197 HIF3A Gp9 ENSMUSG00000030054 0.020049221 0.09611116 −1.433603363 3.975682944 GP9 Med13 ENSMUSG00000034297 0.020097096 0.096182726 −1.253932367 3615.226429 MED13 Fcgr4 ENSMUSG00000059089 0.020143715 0.096255477 −1.160522854 84.67335768 FCGR3A Fcgr4 ENSMUSG00000059089 0.020143715 0.096255477 −1.160522854 84.67335768 FCGR3B Shisa3 ENSMUSG00000050010 0.020148657 0.096255477 −1.354883089 7.396057646 SHISA3 Card14 ENSMUSG00000013483 0.020151863 0.096255477 −1.488784593 4.134855448 CARD14 Pgam2 ENSMUSG00000020475 0.020208691 0.096453838 −0.874254092 42.29415437 PGAM2 Serping1 ENSMUSG00000023224 0.020257234 0.096600732 −1.46851951 4.460761253 SERPING1 Nipa1 ENSMUSG00000047037 0.020305754 0.096733808 −1.355631035 6.049910928 NIPA1 Acrbp ENSMUSG00000072770 0.020379924 0.096995679 −0.665882973 127.5221364 ACRBP Usp34 ENSMUSG00000056342 0.020394315 0.097000917 −1.245592918 2387.682289 USP34 Rictor ENSMUSG00000050310 0.020473487 0.097282386 −1.340904671 1042.8486 RICTOR Atxn1l ENSMUSG00000069895 0.020532234 0.097316188 −1.167706306 824.1639304 ATXN1L Kcnh7 ENSMUSG00000059742 0.020552572 0.097338954 −1.421541182 20.19665951 KCNH7 Tmem194b ENSMUSG00000043015 0.020588529 0.097384643 −0.702580895 1251.883956 TMEM194B Atxn7 ENSMUSG00000021738 0.02065255 0.097401325 −1.255286468 773.0175735 ATXN7 Pitpnm1 ENSMUSG00000024851 0.020670104 0.097401325 −0.685730815 1893.409241 PITPNM1 Abca7 ENSMUSG00000035722 0.020672008 0.097401325 −0.896529318 1678.793683 ABCA7 Chd8 ENSMUSG00000053754 0.02073566 0.097497474 −1.108100007 2582.749866 CHD8 Dcbld2 ENSMUSG00000035107 0.020739169 0.097497474 −0.896278859 41.47789801 DCBLD2 Atr ENSMUSG00000032409 0.020773627 0.097619935 −1.045071667 730.5907763 ATR Arc ENSMUSG00000022602 0.020785282 0.097619935 −1.046036651 21.25006924 ARC Tmem81 ENSMUSG00000048174 0.020817663 0.097662613 −1.066412805 101.5300744 TMEM81 Trim56 ENSMUSG00000043279 0.020833411 0.097662613 −1.347669212 1567.961398 TRIM56 Otud4 ENSMUSG00000036990 0.020887229 0.097846879 −1.312902713 1718.933544 OTUD4 Trerf1 ENSMUSG00000064043 0.020954295 0.098007493 −0.954539436 436.5849234 TRERF1 Rc3h1 ENSMUSG00000040423 0.0209618 0.098007493 −1.098873456 1021.721514 RC3H1 Pyroxd2 ENSMUSG00000060224 0.021008992 0.09813384 −1.101720545 12.90247692 PYROXD2 Fnbp4 ENSMUSG00000008200 0.021025321 0.098178699 −1.083836292 2906.519261 FNBP4 C8g ENSMUSG00000015083 0.021093421 0.098276624 −0.710398943 42.09913467 C8G A230050P20Rik ENSMUSG00000038884 0.021163595 0.098310039 −0.735455602 413.8436488 C19orf66 A830010M20Rik ENSMUSG00000044060 0.021166803 0.098310039 −1.062248038 169.4242824 KIAA1107 Arid1a ENSMUSG00000007880 0.021174661 0.098310039 −1.267323856 3807.911199 ARID1A Pigo ENSMUSG00000028454 0.02117672 0.098310039 −0.574199906 731.2224965 PIGO Tmem87b ENSMUSG00000014353 0.021181412 0.098310039 −0.950106858 453.9553155 TMEM87B Ralgapa2 ENSMUSG00000037110 0.021355006 0.098707733 −1.119998066 366.6264567 RALGAPA2 Atm ENSMUSG00000034218 0.02140639 0.098766949 −1.356995482 1085.266522 ATM Ccdc114 ENSMUSG00000040189 0.021437127 0.098868165 −0.749043204 49.0581057 CCDC114 Mphosph9 ENSMUSG00000038126 0.021455559 0.098921921 −0.986818653 509.2254015 MPHOSPH9 Rab12 ENSMUSG00000023460 0.021525336 0.099149677 −0.473015915 261.6254043 RAB12 Birc6 ENSMUSG00000024073 0.021554805 0.099191515 −1.30548857 4536.630806 BIRC6 Cdh5 ENSMUSG00000031871 0.021609473 0.099349126 −0.816789219 22.856724 CDH5 Lyst ENSMUSG00000019726 0.021649841 0.099444322 −1.41308572 2164.991428 LYST Ppargc1b ENSMUSG00000033871 0.021758245 0.09962519 −1.002746533 110.3899446 PPARGC1B Fem1c ENSMUSG00000033319 0.021809067 0.099732756 −0.743798118 607.1405448 FEM1C Upf3b ENSMUSG00000036572 0.021853625 0.099805941 −0.985226886 762.2502718 UPF3B Atp2a1 ENSMUSG00000030730 0.021854223 0.099805941 −1.213156411 22.42177377 ATP2A1 Slc4a7 ENSMUSG00000021733 0.021906324 0.099895848 −1.209137871 1840.303917 SLC4A7 Tsc1 ENSMUSG00000026812 0.021915951 0.099908536 −1.144463056 1042.615413 TSC1 Gfod1 ENSMUSG00000051335 0.021929835 0.099938159 −1.016421256 167.1676106 GFOD1 Proz ENSMUSG00000031445 0.021970318 0.099938159 −1.073825063 42.30681128 PROZ

TABLE 4 Leading edge genes from GSEA and genes associated with pathways Leading edge genes from FIGS. 3g and 3h 400 leading edge genes determined by GSEA. Downregulated genes ranked by log2-fold change and determined by RNAseq were used for analysis (B220 gene set q-value <0.1 and FL gene set p-value <0.05 B220+ VavPBcl2-shKmt2d KMT2D nonsense mutant FL ACHE ABCD1 ADAM8 ADAM8 ADAMTSL4 ADAP2 ADAP2 ADCY7 ADRBK2 AFF1 AFF1 AHDC1 AHNAK ALPK2 AHNAK2 ALPL APC AMOT APOBR APOBR ARAP2 ARID3A ARHGAP31 ARID5A ATP6V0A1 ARRDC4 BAMBI ATN1 BCL9L BANK1 BHLHE40 C10orf128 BOD1L1 C10orf76 CAPN3 C19orf71 CARD14 C1R CARD9 CACNA1A CARNS1 CADM1 CCDC9 CAMKK1 CCND1 CARD9 CCR2 CCND1 CD274 CD274 CD300A CD44 CD4 CD69 CD69 CDC42EP4 CDH1 CDYL CHD7 CHD7 CLIP2 CHN2 CLN8 CKAP4 CLU CLCN7 CRB2 COL9A3 CSRNP1 CRB2 CUBN CRTC3 CX3CR1 CUBN DACT1 CYB5RL DBNDD1 DCBLD2 DCBLD2 DFNB31 DEGS2 DIP2B DIP2B DNAJA1 DOPEY2 DNAJB1 DSE DOK2 DUSP1 DOPEY2 DUSP6 DSE EGR1 DUSP3 EGR2 DUSP6 EML5 EGR3 ENG ELL EPHA2 EPHB6 FAM43A ERRFI1 FAM46A ESAM FAN1 FAM129C FAR2 FAM43A FARP2 FAM46C FBXL20 FAM65A FBXO24 FBXO24 FFAR1 FGR FGR FLNA FOS FMNL3 FOSB FSCN1 FOXJ1 FURIN FRMD4A GAS7 FYB GATA3 GALNT3 GDF11 GAS7 GPD1 GHRL GPR132 GPD1 GRAP2 GPR157 GTPBP1 GRAP2 HERC1 HAVCR2 HERC3 HEBP1 HEXIM1 HERC1 HHEX HFE HMOX1 HIPK2 HOOK1 HMBOX1 HSP90AA1 HSD3B7 HSPA1A HSPA1A HSPA1B HSPA1B HSPA1L HSPG2 HSPG2 HTT HSPH1 IER2 IFFO2 IL18R1 IFIT2 IL1B IFITM2 INSR IKZF1 IQSEC1 IL17RA ITGAM INSR JUNB IRAK2 JUP ITGA5 KCNG1 ITGB7 KDM6B ITPRIP KIAA2018 JAM3 KIF21B JUNB KLF11 JUP KLF4 KCNG1 LAIR1 KLF11 LILRB4 KLF2 LOXL3 KLF3 LRCH4 KLF4 LRP1 KLF9 LRRC16B LAMP3 MAPK8IP3 LDLRAP1 MDN1 LFNG MEGF8 LRRC56 MICAL3 LTBP3 MTSS1L MAN2A2 MYBPC2 MAPK8IP3 MYBPC3 MED13L MYO1F MTMR12 MYO5A MTMR3 NAV2 MYBPC2 NCOR2 MYO1F NEB MYO5B NFKBIZ NAV2 NOTCH2 NFATC3 NR4A1 NFKBIZ NR4A2 NFRKB NRP1 NMT2 NUP210L NOTCH1 OSGIN1 NR4A2 P2RX1 NRARP PAK1 NTN1 PARVB PAFAH2 PDE4C PARP14 PELI2 PDCD11 PER1 PELI3 PER3 PHF20 PHACTR2 PHLDB3 PIK3C2B PHTF1 PIK3R5 PI4K2A PKD1 PIK3R4 PLCB2 PKD1 PLEC PKN3 PLEKHM3 PLAUR PLK2 PLCB2 PLK3 PLK3 PTK6 PLXND1 PTPDC1 PRDM1 PTPRE PREX1 PYROXD2 PRR5L RAB6B PTPRK RAI1 RAB11FIP5 RDH5 RABEP2 RNF213 RAP2B RREB1 RARA SCML4 RARG SERPING1 RASA3 SESN3 RGMB SGK1 RGS12 SIDT2 RIN3 SLFN12L RNF149 SNAI1 RNF43 SOCS3 SAFB2 SPARC SDC4 SPECC1 SELP SPEN SERPINE1 SRGAP3 SIK3 STAC3 SIRT1 STARD9 SKI SYNGAP1 SLC12A6 SYNPO SLC12A7 TAGLN SLC16A5 TBC1D8 SLC25A30 TBC1D9 SLC4A3 TBKBP1 SNAI1 TGFBI SNX9 TGM1 SOCS3 TGM2 SPATA6 TIAM1 ST6GALNAC3 TLR8 STK10 TMC4 SUFU TMEM8B SYNPO TNFRSF14 TBKBP1 TNNT3 TBXAS1 TNRC6B TELO2 TNRC6C TERF1 TRIM56 TGM2 TRPM2 THRA TSC1 TLR4 TTC39B TMEM8B TTN TNFRSF1B VASN TNNT3 VCAM1 TNRC6C VPS13C TRPM2 VPS13D UST WDFY1 UTRN ZBTB20 WDFY1 ZBTB43 WDR81 ZC3H12A WIPF2 ZC3H12B ZBTB32 ZFP36 ZC3HAV1 ZMIZ1 ZFYVE27 ZNF14 ZKSCAN3 ZNF208 ZMYND11 ZNF23 ZNF14 ZNF3 ZNF267 ZNF398 ZNF442 ZNF442 ZNF473 ZNF628 ZNF597 Genes associated with significantly enriched pathways in FIG. 3i Lymphochip database pathways (http:// lymphochip.nih.gov/ signaturedb/index.html) Immediate Early genes = EGR1 FOS FOSB ZFP36 JUNB DUSP1 Immediate_early IL6 induced genes = EGR2 ZFP36 SGK1 JUNB SOCS3 ZBTB20 IL6 LY10 Up all IL10 induced genes = CD274 BANK1 HMOX1 ZFP36 SGK1 SESN3 IL10_OCILy3 Up SNX9 JUNB IFITM2 BCL9L SOCS3 PRDM1 DUSP1 HRAS target genes = NFKBIZ EPHA2 EGR1 FOS IL1B ADAM8 HRAS_overexpression CD274 ZFP36 SDC4 IER2 JUNB PLAUR 2x up PTPRE DUSP6 DUSP1 KRAS target genes = TAGLN ADCY7 HSPG2 NLRP1 SPARC SNAI1 KRAS_Up.txt SGK1 TGFBI SERPINE1 JUNB CADM1 HRAS target genes = EPHA2 EGR1 FOS IL1B ADAM8 ZFP36 HRAS_overexpression_ IER2 JUNB PLAUR DUSP6 DUSP1 4x_up IL10 induced genes = CD274 BANK1 HMOX1 ZFP36 SGK1 SESN3 1L10_OCILy3_Up SNX9 JUNB IFITM2 BCL9L SOCS3 PRDM1 DUSP1 IL6 induced genes = EGR2 ZFP36 SGK1 JUNB SOCS3 ZBTB20 IL6_Ly10_Up_all Immediate Early genes = EGR1 FOS FOSB ZFP36 JUNB DUSP1 Immediate_early JAK_IL10_Ly10_Up ZFP36 JUNB IFITM2 PRDM1 KRAS target genes = TAGLN ADCY7 HSPG2 SPARC SNAI1 SGK1 KRAS_Up TGFBI SERPINE1 JUNB CADM1 Broad institute Molecular signatures Database (http://www. broadinstitute.org/ gsea/msigdb/index.jsp) ID HRAS Oncogenic msig_1335 NFKBIZ EPHA2 EGR1 FOS IL1B ADAM8 CD274 Signature = BILD ZFP36 SDC4 KDM6B IER2 JUNB PLAUR PTPRE HRAS Oncogenic ITPRIP DUSP6 DUSP1 AHNAK2 EGF signaling target msig_308  EPHA2 EGR2 EGR3 EGR1 FOS FOSB DNAJB1 genes = NAGASHIMA_ ZFP36 NR4A2 NR4A1 BHLHE40 KDM6B IER2 JUNB EGF_SIG DUSP1 TGFB1 induced genes = msig_2312 NOTCH2 LRP1 HSPG2 APC JUP SPARC SERPINE1 VERRECCHIA_ CD44 PAK1 EARLY_RES Serum Response genes = msig_977  ZC3H12A EGR3 EGR1 NR4A2 PLK2 BHLHE40 SGK1 AMIT_SERUM_ IER2 RESPONSI LPS (TLR4) induced msig_1707 NFKBIZ ZC3H12A EGR2 EGR3 EGR1 VCAM1 PLK2 genes = SEKI_INFLAM- PTPRE CD44 MATORY TNF induced genes = msig_994  CDC42EP4 NFKBIZ ZC3H12A DSE IL1B SDC4 SGK1 ZHANG_RESPONSE_ IRAK2 SNX9 PLAUR SOCS3 GPR132 TO_IKK_ CROONQUIST_NRAS_ msig_1832 CX3CR1 CCR2 TBC1D9 DUSP6 SIGNALING_UP CHIARADONNA_ msig_398  NOTCH1 SLC4A3 FOS KLF2 STK10 JUP PER1 NEOPLASTIC_ RAB11FIP5 SOCS3 DUSP1 TRANSFORMATIO PEREZ_TP53_AND_ msig_556  ADAP2 NTN1 COL9A3 EGR2 EGR1 NRARP BAMBI TP63_TARGETS INSR DFNB31 FAM46C TNRC6C FAM43A VASN CAPN3 Leading Edge Genes from B220 ChlPseq Leading Edge Genes from B220 ChlPseq Enhancer FIGS. 4c, d 400 leading edge promoter from Suppl FIGS. 4e, f 400 leading genes determined by GSEA. edge genes determined by GSEA. B220+ KMT2D B220+ KMT2D VavPBcl2-5hKmt2d nonsense mutant FL VavPBcl2-shKmt2d nonsense mutant FL ABR ACAD9 ABR ABAT ACSL1 ADAMTSL4 ACACB ABCB6 ACVR1B ADCK5 ACHE ACACB ACVRL1 ADORA2A ADAR ACHE ADAMTSL4 ADRBK1 AEBP2 ACOT7 ADCY9 AGPAT4 AGRN ADCK5 AFF3 AHCYL2 AIM2 ADORA2A AHCYL2 AKAP2 AIRE AGRN AKAP2 ALPK2 AKT3 ALDH7A1 ANKRD11 ANKRD11 ALDH1L2 ALKBH7 ANKRD44 AP1S3 APP ANKRD9 APOBEC2 ARHGAP22 ARHGAP23 APP ARHGAP26 ARHGAP26 ARHGAP29 ARHGEF40 ARHGAP29 ARID3A ARHGAP6 ARID2 ARHGAP32 ARID5A ARID1A ARMC5 ARID3B AXIN1 ARID2 ATE1 ARMC9 AZIN1 ARID5B B3GAT2 ASAP1 BCAR3 ATXN1 BAHD1 ASXL1 BCL9L B3GAT2 BCAP31 ATP11B BFSP2 BAHD1 BCL3 ATP8B4 BTG1 BCR BMP1 ATXN7L1 C100rf32 BRD3 C19orf66 B4GALT5 C1orf95 C19orf66 C1orf95 BATF3 C9orf85 C1orf95 CASZ1 BCL9 CAPN10 C3orf70 CBX6 BCL9L CCRN4L CACNA1H CCDC64 BEGAIN CD69 CAMK2A CCDC88B BMP2K CDADC1 CASZ1 CCDC9 BPTF CDK5R1 CCDC102A CCR6 C1orf95 CDYL CCDC38 CD55 CACNA1H CELF2 CCDC39 CDC42BPB CACNG6 CEP164 CCDC88B CDH24 CCDC38 CHD9 CCDC9 CEP68 CCDC6 CHST12 CCR6 CHRM4 CCDC88B CIITA CDC42BPB CHST7 CD69 CLIP2 CELSR1 CKAP4 CECR2 CMTM7 CENPF CLIP2 CELF2 CPM CEP68 COL1A1 CELSR2 CRB2 CLIP2 CRAMP1L CEP164 CSRNP1 CNST CRAT CHD9 CXCR4 CPD CSRNP2 CHST11 CXCR5 CRAMP1L CXCR3 CIITA DFNB31 DBNDD1 CXorf40A CLASP1 DIP2B DCBLD2 DBNDD1 CLIP2 DLL1 DENND3 DCBLD2 CORO2A DNASE1 DNAI2 DHRS13 CRB2 DOCK11 DNMBP EHHADH CREB1 DOCK9 EEPD1 ELF4 CRYBG3 DTNB EHHADH ENTPD7 DCHS1 DYRK1A ELF4 EOMES DDX6 EGR2 EPHB2 ERBB2IP DENND1B ELF4 ERBB2IP ESAM DFNB31 ELK3 ESAM FAAH DGKH EMILIN2 FAM105A FABP5 DIP2B ENPP1 FAM179A FADS2 DLL1 ETV6 FAM89A FAM105A DNAI2 EXT1 FARP2 FAM110A DNMT3A FAM117A FBXL2 FAM132A DOCK11 FAM134B FGR FAM83H DOCK9 FAM46C FSCN1 FARP2 DUSP16 FAM49B FUT1 FBXL2 DYRK1A FAM91A1 GBP6 FGF9 EDARADD FMNL3 GFOD1 FGFRL1 EEPD1 FOSB GPR157 FGR EGR2 FSCN1 GYLTL1B FRAT2 EIF2AK3 FUT8 HCN3 FSCN1 EIF4A2 GADD45B HEMGN GALNT12 EIF4G3 GDF11 HIC2 GNGT2 ELF4 GHRL HIF3A GPR135 EML4 GLTSCR1 HINFP GPR157 EPHB2 GNA15 HIP1R GTPBP1 ETV6 GNG7 HOXB6 GTPBP4 EXOC1 GPM6B HTATSF1 GYLTL1B FAM129B GPR157 HTT HIC1 FAM91A1 GPR18 IGSF3 HIC2 FBXO10 GYPC IL9R HIP1R FCHSD2 HAAO IMPACT HSD17614 FGD6 HDAC4 INF2 HSPB1 FKBP15 HDAC7 INTS2 HTT FMNL3 HEG1 IQCE IGF1R FNBP1 HIPK2 IQSEC2 IGF2BP3 FOSB HIVEP1 ITGB3 IGSF3 FOXK1 HMBOX1 ITGB8 IL12RB1 FRY IDH2 KCP ING1 GDA IDO1 KDM3B INPP5A GHRL INPP5A KDM5B INPP5D GLTSCR1 INPP5D KIAA0922 KAZALD1 GNG7 IQSEC1 KIAA1522 KCNJ1 GPR157 IRAK2 KIAA2018 KDM3B GRAMD1B ITGB2 KIF19 KIAA2018 GXYLT1 ITPR2 KLF11 KLF11 HDAC4 JMJD1C KLF13 KLF13 HEG1 KDM2B KLF2 KLF2 HIPK2 KIF13B LATS2 LCP2 HIVEP1 KLHL3 LCP2 LEPRE1 HK3 KSR1 LIME1 LGALS1 HMBOX1 LASP1 MAFB LGALS3BP IL6R LRRFIP1 MAFK MAFK IL9R LY6E MAPKBP1 MAPK8IP1 IQSEC1 MANBA MAST1 MAPKBP1 ITGAL MAP3K5 MCTP2 MCOLN1 ITGB3 MBP MED13L MED13L ITPR2 MED13L MGAT4A MEPCE JMJD1C MGAT1 MGAT5 MICALL1 KATNAL1 MICAL3 MICALL1 MMP17 KIF13B MTMR12 MYCBP2 MOCS3 KIF20B MXD1 MYO5B MOV10 KSR1 MYO3B NAA40 MSH5 LNPEP NCEH1 NAV2 MTL5 LPGAT1 NCOA2 NBEAL2 MYCBP2 LRIG2 NCOR2 NFATC2 MYO5B LRRFIP1 NDUFA13 NFE2L1 NAV2 LYST NFATC1 NFE2L3 NBEAL2 MAP3K5 NFKBIA NFIC NDRG1 MAP3K8 NLRC5 NFIX NDRG4 MCTP2 NLRP2 NFXL1 NFATC2 MED13L NPRL3 NOSTRIN NINJ1 MEF2A NRARP NQO1 NR3C2 MGAT5 OGFRL1 NRP2 NXPH4 MICAL3 OSBPL3 OSBPL6 PAOX MINK1 OSBPL8 PAK6 PCK2 MXD1 PCNX PAPLN PDE4C MYCBP2 PFKFB3 PARM1 PHRF1 NCOA2 PHF2 PBX1 PIK3CD NCOR2 PIK3AP1 PCF11 PIM3 NLRC5 PIK3C2B PCGF3 PLEKHG2 NOD2 PIK3CD PCMTD1 PLXNB2 NOSTRIN PIP5K1C PDE4C PLXNC1 NRIP1 PLEKHO2 PEAR1 POLD1 NRP2 POPDC2 PFKFB4 PPP1R3E OSBPL8 PPP1R13B PHRF1 PPTC7 PAG1 PREX1 PLCG1 PRR5L PAN3 PRICKLE1 PLEKHG2 PTPDC1 PCMTD1 PRR5 PLXNB2 RAB35 PCNX PSAP PPARGC1B RAB36 PCYT1A PSTPIP1 PPL RAB6B PCYT1B PTP4A3 PPM1H RAI1 PECAM1 PTPN1 PRRC2B RALGDS PIK3C2B RAB6B PTPDC1 RASL11B PIK3R1 RAB8B PTPN3 RASSF2 POFUT1 RAD54B PVRL1 RBMX2 POU2F2 RALGDS RAB6B RDH10 PREX1 RAP1GAP2 RAI1 REPIN1 PRRC2B RASA3 RASGRF1 RERE PVRL1 RERE RASSF2 RGS12 QPRT RIMKLA RCBTB1 RGS14 RAB6B RNF130 RERE RIMKLA RAD54B RNF19B RGS3 RMND5A RAP1GAP2 RUNX1 RIMKLA RND1 RASA2 RUNX3 SALL2 RPS6KA1 RASGRP3 SECISBP2L SCN11A RRAGD RERE SEMA4B SEC14L2 RUNX3 REV1 SEMA7A SEC31B SALL2 RIMKLA SERTAD1 SEMA4B SCN11A RUNX1 SGK1 SGK223 SEC31B SCN8A SH3BP5 SH3BP4 SEMA4B SECISBP2L SH3PXD2A SHANK1 SEMA4D SEMA4B SIPA1L1 SHB SERHL2 SERTAD2 SLAMF1 SIN3A SESN2 SGK1 SLC4A8 SIX1 SETD4 SH3PXD2A SLC9A3R1 SLC11A1 SGTB SHB SNX18 SLC12A9 SIDT2 SIPA1L1 SNX9 SLC22A15 SIN3A SIPA1L2 SOCS3 SLC26A8 SLBP SLC29A3 ST3GAL1 SLC30A1 SLC12A4 SLC4A8 ST6GALNAC6 SLC43A2 SLC12A9 SMAD3 STAT5B SLC45A4 SLC25A34 SMAD7 TAF3 SLC4A3 SLC25A43 SMARCA2 TBC1D14 SOAT2 SLC39A14 SOCS3 TBC1D9 SPATA1 SLC4A2 SPATA13 TBKBP1 SRMS SLC4A3 SPRED2 TCP11L2 STARD9 SP110 ST3GAL1 TEC SYNPO ST6GALNAC6 TAF3 TMEM173 TBC1D2 STARD9 TARSL2 TMEM176B TEAD2 SYNGR3 TBC1D14 TMEM189 TFCP2L1 SYNPO TBC1D9 TMEM2 THSD1 TCF3 TBKBP1 TMEM201 TOX TCTN2 TCF4 TNFAIP3 TRPM2 TEX9 TEF TNFAIP8 TRRAP TMEM108 TMEM131 TNFRSF14 TSC1 TNFRSF12A TNFAIP3 TNIP1 TSPAN33 TRAF4 TNFAIP8 TNRC18 TTC28 TRPM2 TNFRSF14 TOX2 TTC39B TRRAP TNRC18 TRAF2 TUFT1 TSC1 TRAK1 TRIM2 USP2 TSPAN18 TRERF1 TRIM8 USP51 TTC39B TRIM2 TSNAXIP1 WDFY1 UBE2D1 TSNAXIP1 TSPAN14 VVHSC1L1 ULK1 TTC39B TTC39B ZBTB38 UNC119 USP6NL TUBA1B ZBTB4 USP2 USP7 USP15 ZC3H12A WDFY1 VAMP1 VAMP1 ZDHHC23 VVDR6 VAV2 WDFY1 ZMIZ1 WSB2 WDFY1 WDFY4 ZNF275 ZBTB38 WDFY4 WVVP2 ZNF280B ZC3H12A ZBTB38 ZBTB38 ZNF546 ZFP82 ZFYVE26 ZMIZ1 ZNF629 ZMIZ1 ZMIZ1 ZNF469 ZNFX1 ZNF629 ZNF217 ZNRF1 ZNRF3 ZNFX1 Genes associated with significantly enriched pathways in FIG. 4e enhancers Lymphochip database pathways (http:// lymphochip.nih.gov/ signaturedb/index.html) NFkB targets = NFkB GADD45B NFKBIA TNFAIP3 SMARCA2 bothOCILy3andLY10 IL0 induced genes = EGR2 CXCR5 PTPN1 SGK1 SOCS3 1L6_Ly10_Up_all IL10 induced genes = CXCR5 NLRC5 FUT8 PTPN1 PFKFB3 TNFAIP3 1L10_OCILy3_Up SGK1 CIITA ADRBK1 SNX9 BCAR3 BCL9L SOCS3 POU2F2 BATF3 TGFB induced genes = GADD45B SMAD7 EPHB2 SGK1 ST3GAL1 TGFbeta up epithelial large KRAS induced genes = INPP4B GADD45B MAP3K8 EPHB2 SGK1 ACVR1B KRAS_Up PRDM1 repressed genes = CXCR5 GPR18 INPP5D CIITA PAG1 POU2F2 Blimp_Bcell_repressed Broad institute Molecular signatures Database (http://www. broadinstitute.org/ gsea/msigdb/index.jsp) ID CD40 induced genes = msig_1313 GADD45B CXCR5 MAP3K8 NFKBIA TNFAIP8 BASSO_CD4O_ TNFAIP3 PIK3CD PTP4A3 SLAMF1 TNFAIP3 SIGNALING_UP LPS (TLR4) induced msig_1707 BTG1 GADD45B EGR2 NFKBIA TNFAIP3 genes = SEKI_INFLAM- TMEM2 MATORY_ RESPONSE_LPS_UP TNF induced genes = msig_994  BTG1 ABTB2 SMAD3 RNF19B B4GALT5 ZHANG_RESPONSE_ SEMA7A MXD1 NFKBIA TNFAIP8 TNFAIP3 TO_IKK_INHIBITOR_ SGK1 DUSP16 IRAK2 SNX9 PAG1 AND_TNF_UP SOCS3 HIVEP1 EGF signaling target msig_968  TSPAN14 EXT1 CDYL MBP AMIGO2 genes = AMIT_EGF_ CHST11 TRIO BCAR3 LY6E GRAMD1B RESPONSE_ 480_HELA p53 and p63 target genes = msig_556  PPP1R13B SIPA1L2 EGR2 NRARP SMAD7 PEREZ_TP53_AND_ TAF3 TRIM8 KSR1 FAM105A DFNB31 TP63_TARGETS FAM46C TOX FRY Genes associated with significantly enriched pathways in FIG. 4g promoters Lymphochip database pathways (http:// lymphochip.nih.gov/ signaturedb/index.html) KRAS target genes = COL1A1 ULK1 HSPB1 EPHB2 BMP1 TUFT1 KRAS_Up Broad institute Molecular signatures Database (http://www.broadinstitute. org/gsea/msigdb/index.jsp) ID KRAS regulated genes in msig_398  SLC4A3 COL1A1 KAZALD1 KLF2 APP neoplastic transformation = INPP5A TCF3 NDRG4 CHIARADONNA_ NEOPLASTIC_TRAN PEREZ_TP53_AND_ msig_556  ULK1 MAFB HIC2 TUFT1 FAM105A TP63_TARGETS TOX IGF1R PAK6 CASZ1 SEMA4D CRAMP1L Genes associated with significantly enriched pathways in FIG. 5e Lymphochip database pathways (http:// lymphochip.nih.gov/ signaturedb/index.html) PRDM1 targets = FCER1G FCRLA MS4A1 ST6GAL1 CXCR5 VPREB3 CD22 Blimp_Bcell_repressed NR1H2 ZFP36L1 CIITA BTK CD19 PLEK PAG1 FCER2 POU2F2 IL10 induced genes = ST6GAL1 IL21R CXCR5 RB1 DMD HMOX1 ZFP36 IL10_OCILy3_Up RAD51 MEF2D CIITA BCAR3 IFITM1 BCL9L POU2F2 PRDM1 MYB CCND3 KRAS target genes PGLS PDXK GADD45B JAK1 HSPB1 PMEPA1 SNAI1 KRAS_Up NPTX1 EVL NCF2 SOX4 ATP2B4 CADM1 NFkB_bothOCILy3 GADD45B RELB BCL2L1 TRAF1 NFKBIA NCF2 IRF4 andLy10 Broad institute Molecular signatures Database (http://www. broadinstitute.org/ gsea/msigdb/index.jsp) ID IL6 induced genes = msig_1155 EPB41L2 GADD45B MAPKAPK2 RB1 DAPK1 GNA13 BROCKE_APOPTOSIS_ SF1 ZFP36 TMEM184B HBEGF MX1 SOX2 REVERSED_BY_IL6 CADPS IRF1 IRF4 ATP2B4 ID3 POU2F2 PRDM1 SLC2A3 IRF4 induced genes in msig_1812 WHSC1 SSR1 ST6GAL1 GNG7 CD38 PPP1R2 plasma cells = TXNDC5 IRF4 TNFRSFI7 SUB1 MNAT1 PRDM1 SHAFFER_IRF4_ MYB TARGETS_IN_ ACTIVATED_ DENDRITIC_CEL CD40 induced genes msig_28  CHMP7 FOXN3 EPB41L2 TUBA1C FANCA ITGB1 in GCB-DLBCL = PLEKHF2 CKAP4 CUX1 ALDH2 NRGN CD38 HOLLMAN_ CD22 SGCB CAB39L KDM5D MAP4K1 BLK APOPTOSIS_VIA_ BTK ALDH4A1 NR3C1 TNFRSFI7 MRPL34 PPP2CB CD40_UP INT59 ENDOD1 NFIB NFkB target genes msig_587  GADD45B TNFRSF21 BCL2L1 TNFRSF10B TRAF1 MDM2 downregulated after TERT IKKB inhibition = DUTTA_APOPTOSIS_ VIA_NFKB 

1. A method for diagnosing a follicular lymphoma or a diffuse large B cell lymphoma, or the responsiveness or contraindication to therapy thereto in a subject, the method comprising the steps of: obtaining a biological sample from said subject; and testing said biological sample to detect the presence or absence of a lysine (K)-specific methyltransferase 2D (KMT2D) alteration in said biological sample, wherein the presence of said KMT2D alteration indicates a diagnosis of said follicular lymphoma or diffuse large B cell lymphoma, or poor responsiveness or contraindication to therapy thereto in said subject.
 2. (canceled)
 3. The method of claim 1, wherein said KMT2D alteration is a mutation in said KMT2D.
 4. The method of claim 3, wherein said mutation is a non-sense mutation, missense mutation, or a combination thereof.
 5. The method of claim 1, wherein said KMT2D alteration is a change in the level of KMT2D protein or mRNA, relative to a predetermined level. 6.-8. (canceled)
 9. The method of claim 1, wherein said therapy is an immunotherapy, a chemotherapy, a radiation therapy, or a combination thereof.
 10. The method of claim 1 wherein the therapy is a B cell therapy, anti-CD40 antibody immunotherapy, anti-CD20 antibody immunotherapy or anti-IgM antibody immunotherapy.
 11. (canceled)
 12. The method of claim 1, wherein said follicular lymphoma is a Grade 1, 2, or 3 follicular lymphoma.
 13. The method of claim 1, wherein a tumor associated with said follicular lymphoma is at Stage 1, 2, 3, or
 4. 14.-25. (canceled)
 26. A method for treating a follicular lymphoma or diffuse large B cell lymphoma in a subject, the method comprising: (a) obtaining a biological sample from said subject; and testing said biological sample to detect the presence or absence of a lysine (K)-specific methyltransferase 2D (KMT2D) alteration in said biological sample, wherein the presence of said KMT2D alteration indicates a response or lack thereof to a therapy; (b) based on the determination of said response or lack thereof to said therapy, administering an effective amount of a therapeutic agent to treat said follicular lymphoma, thereby treating said follicular lymphoma or diffuse large B cell lymphoma in said subject.
 27. The method of claim 26 wherein said therapeutic agent is for immunotherapy, chemotherapy, radiation therapy, or any combination thereof.
 28. The method of claim 26, wherein said therapeutic agent is a B cell therapy, anti-CD40 antibody therapy, anti-CD20 antibody therapy or anti-IgM antibody therapy.
 29. The method of claim 26, wherein said KMT2D alteration is a mutation in said KMT2D.
 30. The method of claim 29, wherein said mutation is a non-sense mutation, a missense mutation, or a combination thereof.
 31. The method of claim 26, wherein said KMT2D alteration is a change in the level of KMT2D protein or mRNA, relative to a predetermined level. 32.-35. (canceled)
 36. The method of claim 26, wherein said follicular lymphoma is a Grade 1, 2, or 3 follicular lymphoma.
 37. The method of claim 26, wherein a tumor associated with said follicular lymphoma is at Stage 1, 2, 3, or
 4. 38. (canceled)
 39. A method for treating a follicular lymphoma or diffuse large B cell lymphoma in a subject, the method comprising: administering to said subject a combination of a molecule that effectively enhances the level of a lysine (K)-specific methyltransferase 2D (KMT2D) or effectively decreases or inhibits the level or activity of a demethylase in said subject, and an anti-CD40 antibody, anti-CD20 antibody, an anti-IgM antibody, or combination thereof, thereby treating said follicular lymphoma or diffuse large B cell lymphoma in said subject.
 40. The method of claim 26 wherein the patient with a KMT2D alteration may not be effectively treated with an anti-CD40 antibody, an anti-CD20 antibody, anti-IgM antibody, and any combination thereof.
 41. The method of claim 26 wherein anti-CD40 therapy, anti-CD20 antibody therapy, or anti-IgM antibody therapy, or any combination thereof, is contraindicated in a patient found to have a KMT2D alteration. 42.-43. (canceled)
 44. The method of claim 39 wherein the demethylase is a H3K4 demethylase.
 45. The method of claim 39 wherein the molecule is an inhibitor of JARID1 or LSD1. 